{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "scratchpad",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/margaretmz/cartoonizer-with-tflite/blob/master/ml/CartoonGAN_TFLite_Fixed_Shaped.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7ob9My2EnpBD",
        "colab_type": "text"
      },
      "source": [
        "This notebook demonstrates the TFLite model conversion process for the **White-box Cartoonization** model as proposed in the paper [Learning to Cartoonize Using White-box Cartoon Representations](https://github.com/SystemErrorWang/White-box-Cartoonization/blob/master/paper/06791.pdf). Below you can find an example output that this model is capable of producing:\n",
        "\n",
        "![](https://i.ibb.co/DkzL9J7/Screen-Shot-2020-07-21-at-1-42-25-PM.png)\n",
        "\n",
        "&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;[GitHub repository of the paper](https://github.com/SystemErrorWang/White-box-Cartoonization)\n",
        "\n",
        "\n",
        "Code for the paper is available here in [this repository](https://github.com/SystemErrorWang/White-box-Cartoonization/). \n",
        "\n",
        "\n",
        "**Acknowledgements**: Khanh LeViet"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SzMpRR-xfDhg",
        "colab_type": "text"
      },
      "source": [
        "## Setup and imports\n",
        "\n",
        "As the main model is implemented in TensorFlow 1 it's important for us replicate a TensorFlow 1.x runtime to be able to load the models weights, perform inference, and export a `SavedModel`. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "abAZeUT53d-R",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "f9530729-84a3-413c-e03f-d6a8309a7134"
      },
      "source": [
        "%tensorflow_version 1.x"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "TensorFlow 1.x selected.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "lIYdn1woOS1n",
        "colab": {}
      },
      "source": [
        "!git clone https://github.com/SystemErrorWang/White-box-Cartoonization"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QZFinypsgbjH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import sys\n",
        "sys.path.append('./White-box-Cartoonization/test_code')\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import cartoonize\n",
        "import os\n",
        "\n",
        "from PIL import Image"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QVtrZeUhhPaF",
        "colab_type": "text"
      },
      "source": [
        "## Gather sample data and run inference to make sure the model works"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AsiEgsWQh6Df",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!mkdir ./source-frames\n",
        "!wget -O image.jpg https://raw.githubusercontent.com/sayakpaul/portfolio/master/images/image_sayak.jpg\n",
        "!mv image.jpg ./source-frames/"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "5RE_1OEBirui",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 658
        },
        "outputId": "0869ffec-c147-45fb-b9a8-661975c11ec4"
      },
      "source": [
        "model_path = './White-box-Cartoonization/test_code/saved_models'\n",
        "load_folder = './source-frames'\n",
        "save_folder = './cartoonized_images'\n",
        "if not os.path.exists(save_folder):\n",
        "    os.mkdir(save_folder)\n",
        "    \n",
        "cartoonize.cartoonize(load_folder, save_folder, model_path)\n",
        "\n",
        "source_image = plt.imread('./source-frames/image.jpg')\n",
        "cartoonized_image = plt.imread('./cartoonized_images/image.jpg')\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.imshow(source_image)\n",
        "plt.title('Source image')\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.imshow(cartoonized_image)\n",
        "plt.title('Cartoonized image')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From ./White-box-Cartoonization/test_code/cartoonize.py:26: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
            "\n",
            "WARNING:tensorflow:From ./White-box-Cartoonization/test_code/network.py:23: The name tf.variable_scope is deprecated. Please use tf.compat.v1.variable_scope instead.\n",
            "\n",
            "WARNING:tensorflow:From /tensorflow-1.15.2/python3.6/tensorflow_core/contrib/layers/python/layers/layers.py:1057: Layer.apply (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Please use `layer.__call__` method instead.\n",
            "WARNING:tensorflow:From ./White-box-Cartoonization/test_code/network.py:45: The name tf.image.resize_bilinear is deprecated. Please use tf.compat.v1.image.resize_bilinear instead.\n",
            "\n",
            "WARNING:tensorflow:From ./White-box-Cartoonization/test_code/cartoonize.py:30: The name tf.trainable_variables is deprecated. Please use tf.compat.v1.trainable_variables instead.\n",
            "\n",
            "WARNING:tensorflow:From ./White-box-Cartoonization/test_code/cartoonize.py:32: The name tf.train.Saver is deprecated. Please use tf.compat.v1.train.Saver instead.\n",
            "\n",
            "WARNING:tensorflow:From ./White-box-Cartoonization/test_code/cartoonize.py:34: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n",
            "\n",
            "WARNING:tensorflow:From ./White-box-Cartoonization/test_code/cartoonize.py:36: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n",
            "\n",
            "WARNING:tensorflow:From ./White-box-Cartoonization/test_code/cartoonize.py:38: The name tf.global_variables_initializer is deprecated. Please use tf.compat.v1.global_variables_initializer instead.\n",
            "\n",
            "INFO:tensorflow:Restoring parameters from ./White-box-Cartoonization/test_code/saved_models/model-33999\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 1/1 [00:01<00:00,  1.19s/it]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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nZbE6R4t7N4j7EiWjJl5POtleF02ZLp5+vovNbzCLuszZyUJT3osENOc654u1Wayji7XLAtyqOojI38dq0kbgP3gG1AVb6Uw15mNc5YKBTHQEMuAAHGzt68kgCU6TuLnjgK9qgqoYsI+TBkxRVrJmE/qQrDML0ARByHUihGo+letUJNjRIgVAjQKJVfxHod110/iKO/nMnvfCRHDroBfZ0rGv9oA0DouV5KnCOgL2+Nf7ESpIIwXqx4kiYsAtavcdAPWFVQgTMC6DattDvSLZdW+h3ExZpHf1oQHWWMxuMilUTapUEadKPpHt2co3UPt7ujCWCV0n864f+H/+kwtRcGW/TB6tFs3uCrC+y35cUVxrHg+vWQlRCTKQgSgBFaNgMqHSJmimAtQExIvC8VTprsQhNurq5pjvX/HxApr0pIt015eFRrpA39aXVCUClaf2Vd2Tej+GKWGXxaJ1MlUDllCP7S8ZqZPpWNYz1THVCcUyleMyMwEpUm+UWVbrs0vg9uXjuFX1v2Dp0s+oSQwEhVBANwQIBkrBP2fEsFxGk76Y30azSGUDCl8YnCKYas/juPgC4EKtGJCb5gMSlJxNi7HBU/seHzQx7aeYg1kcTKUcY0pZFMCsEmJzQiegqBktYDySw0V1HSewTDTXCot1Xfft/tuJJqEy0hImMMV6mAgzgpVdyfW6CrDqRKhtkvs9SER0NyWElN9ikwifBMWi8DNmH7eg4wJlQOPaWTnEHs9NVluBrf8uJeKXpz07+X4q2BZos3VJ65hUU7xQKxWQ/Xd5YuXVY08WcEdVFSqHKnFyDBPgohNVgI9ByCjBCUkRrX0f9lx70c5HJWF6LeOOF/5U/tr96WTc634y3XPyyz2L1y6aYwqq9dc+7ycupPG3k3lRfu/HGH1Ao/VfoFR8X52cdrQohaf871igEwWljGmR83F9iW5Ba5X/i7UrpqxrRKoDRUSdMikdo4jz16bZKUECsXSaA7wEBxl/hYk2a4A+HXgfigKuQUEiEJ2ScQGSvIunm5pRogY67qVzwQ8UY3+cb1Kn1nSKmVaQfcUFkTiCKQBTJ950BS7rcXGkTCfJVMt3QcQXKxVwQaTu40coGrlG9mq4xboYMdLeV2vBd1IpPgrZfU1SzkHVXsZxLxOnXP14/NGJyegb8PeROIJ5vtITgIvlUBZyu5eySBd1T1xBGDukqJ5aFRUDZh8v12J3jfeEW8gKEgWyohrNp+POZRA0C0gkaOM8a0KD1muG5JcSqNBVqbE6GSinr05KqNEUBsQFRKfKi9kCym5raTdvXZaiKRRO4cyvoXhyi/wFu0et/5d9J0dVt8QDHnAw3Wt0lBc82XWEIs+ThUKrojWeo4B6GU+t0D9q27ZGa52TuWwpGs5F2hUB3FUo3XmuEt1BohZRIqMA2PuwC6SDFA7cu0bKAiDjQlwnDdW0VvuAhEjTzFjbuIrZfJ2umxNCA6oMw5LVzibLnfPkYZhcsw1I0fjrZGC3UScafEEYfzeCspqjleyce6wOVaFoPGXg1fldW0BKZJxi2mqNlNsVfzQFdBmBVmHqKBjFUqo02Z9QcAKkcOTB+9gWUBlNnCqslW6ZTOSijU8989WZ6fdhQ+hAVi9v1E2TjuSPLaJeWD7uIhmu4DZqmNP7GgF5996jJua/zlOO1OXfnbYjHrhcVYsORGaoBtq1A6wtDjCbzVhbW9B1LcPQc+7sGba2N5GgNEEQUpWJsuiPd1AUlCpwFZDKojoF88pB+4AHV1JsDmZCCKODdvKz+l4nsF2VJu+3CW1TziUi1k91Ld/diTr5ti4QBUEn8l+UmfFuJtspytAUqce5ppNjVxyoVhR+z2NvFm7bsCOYxXOBa5+2KwK4QZBYANctOAGRaBqZBCRERrpjJPbLvmAatk407lGznoSluRanuWgTkcPX3MRLPv3V3HzzLax1C2JwrR9lyMr57W2OPvIARx+8h9X2Vrk4G8cKWGLUThnAIgjBRNwWmlAFRtUWjazZOXhB2kAILTEW8BaQDBrqNdshI5B9EZJdK7ai4+TJrq9XX190jUppQiSlQvj78fCfiRInEyb4pJGiVReQLfrxRCsZTWj18Ql+TltgbCEQopqirJixUydlmbVl7Mo2mERW+L3bf5MdrtQ2Ovu06lRjFMcuPjZPJn3tL62a6KiRuhYvmUwmaLAwUDIqPYiQCGSNHDpwNZ/1ma/l9ttfyqybm7aZFHWHT1LlxIljfPSjH2Tz3Fm6Vjx0cUCI7gcq/g4qSNtYGNz4TfmW0UeUQ49oj9ARmSHaENU1fwVyAe2Ekux+xOaEUWhiymcM43lcvgM6ymMWCBE1A9YWk2ALhIXH1lAZECFLJoja8SlAbTfxVOfmbpAe37kGXRQdGLHA36srUtPoq3GVLXPPMA11fUqL7nLFAzeVoya4KBSgBtP2wqidFKdJKNqKvyont2clpGoIo1lmji9hsbHOS192By9+0a2szdar4039GG0QZhtCuPUWludP8/iRh13gR5wZ42MNnIMLR42IcSEIlaZQkEDW7I6IsigFmtg4cMcqeIWvVzJ9PxjPiU24ne0tcsrEpqFpmxqbW85BiAQyTduSkpJzdk1MiLFFUYI0dh7s+yAWD04VwkJzhJEeYgTpulDW/jatonRSKGAciiZfpnexIovguyPHB7KEoPlSa2GGo6JKuc0Lpetcea1olo2vNWO8MHUBgqoxl79ujZQIHrv37IuiuHwUAz/XhSEnkBBJvfK6z349d9zx6QZuGkcnpa+YEuCG629g1gXe/QfvYmR0n0qH7I120gpX2LjpGAuNJLM4zbVnYE2A8tflJ5N2f+fnDCGSUiKlHrLQNC1N03hf2NwJORNLDHrp0+Qhv1qUlmBKi7qlqGLRURJqYMFU2VKfx+pXPc4nQMZwXvtlU/G49EVtvn9RH0ugROmvkQ4c5bdg2FMdq7vbFQPc4KtSds6qaFKhoTjjZAKI9raE6lE1tVDiImFXH7ru6bwiFAfnrJvRzWfG/xVtrv5U3PyKtG3LYn1mnGFV9GTUssNk9S2vYIITJskSTK5Xe7X7zeorc0kw6gjBowJyZnv7PCJCjML5rW0ee/w4jxw9xqnTZ3ny5Bl2dnpm85aNjQWHDh3kmmuu4eabbmToM/NZhyBsbKzTDwOr5Yq19TWaJpKGgcX6grW1ebVoprZk6UctXeEbhCpdDugyuXffZ7JoFSfRSAtQtbMC3mV8p5Ej4/l8sqgQVMni2rvt9kKEAz7LpiimBSuB6qXd7faz/SZUV1nvVAoo++IJWKpGtn7LkMVoPOtmNSttENIqs7F2AE0gNAYcKlAjcdxaU2VtsaBtIlYuXl32fVGQzBgfVK6vWF9uMWo0JSQHC69VIYficI8ObJGM8euCacdIoQ4C/Spx5tw5Hjl6lGOPPcYTJ59gc3OTnJWNjQNcdegqrjl8DbfccjOHrz5MJNOEQIzRr9OucDGfoQpDHjhwYIPFYm3UikWJMlr21Qovsk3JefCggGLhl0WqmEII0BS9u3ZNNaTQcoP1e1/hJiMeJnNubyTJxcH7igFuVXVvNiZUap07uLacJZvTMBgHFIJHi4TGNMRyoEkoXwEH+9+15DJZoonSMPQsd87T5yVzaUdNaIIFmYFV2mZnuUXOCTfwJ5SMC79PKmNFHLTLewlECRY37hMlM5BzJqVEpKFpIKWBEAIpZ7Z3lhw//jj33vcADz/0CKtVz9nNLU6f3WbVJ89TCcRg3ugYAm3bITEwX8yYNy2xibSdaePq2tDVVx9gfW3O9vaSAwc3ePnLb+fAxgYHDh5gbTFnbbEgNi0QyDmRc/Y+dt+AZyyaYGUzvdEaEbRLC6/aOU9Z2IqqU2OHfdLtzacRpWriQXUSXuga6RUP3KCSXOPz0Dpwy8VMcy0TXccws5LZijZkhwdNBRikLqbijr4sJe/OY43cV3D85AluvPnWaqnVMDw156CqUZWnz5y20EIUQ/psMgPuCFX/baEtpgPlC7Q2FgZbHK4afHkJfqUOkQKEwM5qyZGjR7jnnvt44vhJTp8+y+b58wxpqL6V7MAgT5wlhscQAk2MLOZzkESIgbZtCSGScyI2DYcOHkCzkoaem266iZfdcQe33HwT115zmPmsIwShiYKGUeOtEVQSXeMGcpwoMJYfUvrPhm+o/VCwpdyrUMa1jLgfZ1fSlVD0oKfuefF2RQC3iBAbM9uzawKikDRDdjpBAhIDTdM4uS/E0NE2HU2zAISsmSjRFzl1QbU4X80J1WTf62jqrFY7PPLwvbRzIV13E2vtgiijOTboirNbpzn6yMOcePRRc3xM49qQ2t2VOvFknoBlpAXwtP1AiGbi5hpQrhiJODCkwNa5bc6eOcODDz3Mxz9+lCNHHuP0qfOkZANuC5aQ1e43SEsQRWIkiTKkFRIjOzs9USJd19HECE0khkgIkdOntwkBQmwI4RQPPnycxbzhqsNXcevN1/OKl7+EF73oNhbzNVQhpUTTukbj5rD1K/6d6YOaM+Up1KiFTlqstZvcRS0RgOBWin0XpGySKtS7ZMRlAjEN05YMB6krHbdFgLbel3WD0yGabDlURi2PABoI0oJEYlwQm4aUMkmVGAMRIaWBrImcezKDO7gs8ayLQojQSOCuD/0pN9x4I4cPX0MMrVN3CprJeSApnD39JB/56IdJmqBo8mSPkTJFw1oZdGGaiVteo+YKSEQ1+pyLFu0hgdWy5+ixI9x114f42Mc+xqlTp91yjrYoBKlJVnbMWBWwlJQg0Gtm2NwyeYiBEAYviyGE0LO109frfvLsA3zk3gdYzGbcdustfOZnvIpXfPrLuObwVbTRZC/GSAw2R00QR069zO+sRjVqtj7OU3l3a8moq8IO+GFq19mXxTlp0yAxJiQ5fOeiqVy8XRHAHUJgtliQswtyzpCVIQ/klBhSNiFS435jaGjinLZbo21nzJo5sZ2bmamZEBoDeASlJ6VE3/ek3DPkATSRUybnFZoypx47yZlTd9KtRxaLjtm8JYZIBvrVwOp8YrWT0FQoAJ3w6AV6TEsp2ojImNmGSJ2oOZvlMKSBnZ0tzp3fZGdnyfHjxzn22HFOnDzNY4+e4PQZA+vgIx88xKkfBnJS4/BC444YLxHgPGiDEGIkxAZCQ3YHUxZ1C9kjVnImZeX85pKt8ytOn17y6KOnuOfeh3j9a1/FG97wOq677joDkWCWQ0lmgpKMNPbBGLBXdTNbNAFyRlMiZyWpkrJCNr7eUnxTVa2rL3UKdIyAECRTiIZpuvCV2kQiMdoiqJU7zqgOHjVtmnLRxCKNO6lnLBZrHDh4kMVijayQskViRF/0c87s7Kw4feYk57bOGghkhdASmobYwOlTp/n5n38LN954Awc2NmjbhkaMc885s70a2Nw8RQzKfNYZ+Gg0eYJJkM/EUqq0wZTusfvKGE+cs6JiPPuZs2d48MGPc/TRxzly5CgnTpw0KzS2hNhVzhpNu+ZMzd7VYmFItbDMejUHeEntFzULJvU2R1U8Pj0EtnZ6Pnr/g9xz38e45eYb+fIv/zJe+xmvZtZ1hABN9HwNiRZUIAEJuWrXlVAJ5V5BNZBzxiBLzemr2CI7JHK2zMhcFkGx8S7KJdqMig0uH9P18CLtigHu9bUNsqaq4aXc0wwDq9UAkpzjDbTNnFnX0XZrdLM1unadrl3QtjMkRg/HduACIDMMA6vVkr5f0ffbppVKBiJD2mHZ75C2evRksoEL0TizKJ616cVpQgnXs1eM5tyIztGJm/zuIPbQNWXEFluRc1bOnd/kvvvu5UMfuZdjj53gyZObbG2tqtYqEmja1gZcAjkry9VAzommaYBAiBEtgq4QYqAp3hbnMnM2jjEQCLF1oTehtOw4nwxYpEe/Spw6veL/u/ODHD91jq/88r/ELTfeQgiRtmlcK8Jj6qnUh7+l0gA+tlPPerHtFRdyB44hJ/KQSMNATpmUB9dmsndciawpAj5GqFDSSK/gFmPk6msO40ouKSeXxSWr1ZJcF8JAjA1BWto44+CBwxy+6mq6tbk7nQPqTk71/hERDqwJVx+6irNnz3Ly5JOc39xGUiC2LU0raO45/sRj3HfmJG0TmHUtTWxNAWoioetYLBnxb5sAACAASURBVFqatkU0IdndbNmd6iVTmQkHjACxapEi2bXMbMFMGtha7nDvffdx110f5JFHjvpcdkelGPQMQ7LoJFeGTKN1B6c0NQqqZhIWByKThBgq63ZBaw0MSLWE2saWo8eO85a3/SInvuQkX/yFX8BVB9cr3ScVtOMuv0st2lbS6Mt9N1JpRCoIu3zLUOU8J9CkpARDcgVVE1mNfh3RgikhfsF25QD3Yo1EJqlAHkg5k9NAv+otbA2ITSRG8yy3bcdsNjPQbuZ0XUeM5ogjeoyxFlqkJ2ecbkgMQw8aQZW+z6y2e5Y7WwyrpQ1AFJoYx6qDQYhNQ4wRiYHYRBoHd4mN7RsjTRNt4mkglkQesSp2yemA7eUmjx59jLs+eDcf/PB9PP7Yafp+ICvEYADdtnYszRlCIOVECA1dG5HQESQQpEFisIkWDOBVlZXa+UJOxAxt11WRGNJA00SyCpKEJMl48QabUCGaUGogpcD99z7KW0//Ol/wF1/H6z7zM5h1B5EQiE7X7LI6Jp7MMr13a8y7HTjFxWZRBy068597iGRSMxlzVlJOSFKy9vWzWWWp0jJXcmuawHXXX00tu5DMrzH0Pee3zrO1vWIYzLfRhIbZbM7G2kE21g/RtTOydmgKpt3V2y3RCpnAii7OuHrjMLpqOHfyCIGGWbtB2wlp2CT3yfrPK0dazoD5RRr390hOOMeHFq5bILtyEEp0iBTKrAQKuJLg5FXfD9x3/wPceed7eOToo4DRdCItKZllFTxVdpr+jWvGBkumnKAZgvkFjFIoFpqY9ehOSctqtmu3/A/T/VGBDLFpTDaLI1QiQ4J3/N67+PiRI3ztX/lq7vi0F7sl61al71+Xh6qAJKr1IWo2xtSxX0EdgjhFFoAmV78CUhSX6Bp7ZsgDwzCQUpqEfV5Epp67WD73JhJous4yIVVRNc1QUybPDMQ1mxbdxIDEhiit8dvRQuDQiEqwQc3JzbtMTkq/7FkuVyxXAzvLnn6ZPSFEScvM9vkl5ze3WW6dYxgG1B0XEgp/5nywnz82kdgGYtMSY6RpLeqka2e0nWkubdNa+FLbGtAB586f4v1/8gHu+tN7OPLIE2xt7bBceRVDF+LFwhAsa0aIBIJppHkwJ4xnj6o7pELjZVazCXaIpgXFaNZBVs92C2ZCkpQk7jcIZmLmDE1TqiiaQzVgc+b0iS1+9x3vY3tryWe/9tUcPnwN64t1m3ST5Ioa9HRBYXuqw+WCn127ESJRqQlZVUxl7tq6O3hc4HP+xNYqebYtSGTRrYFYuJ45t2agwsFDBxnSimGVKFFFXTsjhJYxYsEtFTXALHFPokrQiBLIOtAPSlLh/PaKq9cih9avIjSZVb9k89w2QZckbchNT9MK7Vpm45CwNlvQSuPO8wZwAQhqJn0wMz9oR5aVZ83PPYAvI7kDaQHlxMkTvON338W99z5Arb2RM0Nv4xokEmOoWmYQi2NWElksVFBoXGJMxsXnNoqliKPUEoY6AmZQzFooUR+VaLYs2yAO3gGz4HJklQN33/cwJ3/ubXzjf/NmPuszXkkXGofekjFar8QjZHSi2pt2XuNBqi7j6kouOvTE6vQYdgGaKL74ZHQCx1m14saF2hUB3IitiOOi5f9nRemsyp+WKI3oqGKD0fc7DAMMISHLHZJmT2oxccgp0S9XbG/vsFwtWfVLSEY3CNlimwel316yeeocq9WKLL5iC1atTqjad2gCTRtpYiQ2LcGjNmbzOetrayzWFszmc+azOV1nnG0KgXObZ/jDP3wv777zLrbOrxhS77G2BrJd11lXCMTYuLbunLWYidyESNuYk2fV9+YH8EQJQkBSIiPE2DBNygkSPbIFUFt4akKQazy2+icHfEdv37bcGXjvez7MEyfO8Hl/4bN4+R0vpWm63WM4zZBjt5hecuAvsMNUM58epZjDhc8nhCtEgC/dRKCNTa0fMjY1AO0awiIwLU+bs9S0gxq4V7ORipbq77Ul58xqGDh1+gw7yxXrG9ez2FhHpGd9uWDY7gl5xbBasdSM6hIaON4qs/mCbtYQmjEj2bg3k6HQBtZmgZtvvpWDV62jJGAH6N2iN2vg4Y8/wi/9yi9z9vQ2Ic7IaUV2aiWEFqE4uIu7z+OaXZOti3etGjjmFpR7rVX1ihPX+7eE2xaFTBjLY4wRHK7lwxjZlAUNwoknT/MzP/dW3vA5n83XfPVXcM3VV1HCUKfjWBeDXcrIFLQnguvOAd1Fe+y2Dks1wLJP4dLLNV6sXRFyL+AJNiVG0mo916LcE1AoU3gYzME39CtS6o2PC0KvSupXaB4YhkROA8tVz872kuXONikn2rZlfW1B01h0hqrAMJD7gX5nSe/g3+fE4I5SSw7JaIObtEaXSBNoF3M2DhxguHoAsUSB3GZ3uAxsntnmt9/xTv7ofR8ma0QkMp91ZjaiNE1bJ3SMjfNhtuIWPp3YIjmzXPUO1I0LhhKiWxruyDEePFg0iAespqxEy0MAzQiN8d61frk47+3x40NCmkgWGJKyvdNz731HOHfuHMceP86rXvFybrjuulGLkalgXhqun4ucTNt0cbqym4wmt0xkelKXGzxBy+PXrcSxMgyDPwLDgCoEqfy/ACkpWzuJU6eP8+jRY5w4eQo0cOjgQeZdhxAY2jVCCjAAK6eghswqrejZYdAnSTqYNeCJV2amWaRE6FpiSPR94tUHXklopSbxmC80cd999/JLb/9P7Kx6RGbkLOYTmiw0qonyEBKzGAstMpaEMH4te994OKI7jXaHMdqczJrccV9kcIy39i8n3+HHHCOXxCmXTGBrZ+D33/1ejj1+nC/94r/Ea179Stbn8wn8SM1mnUqjXuC7cu4pb12dqnukQ+t1ln0Nky5FAF4RwF1WmhLoXgVHofBsI6cEoEgyod7ZWbGztUm/GqoOklY9y+UWuR8gZ1YpGVWy3EEIrG9sMO8iXZwRsexIkbJCuxAoFjOsWrnWQRVdZoSewb3VGejWVoTQsLG+QLPzgcE01+3tbT7wgQ/ypx+4FyVWfj7EwPbWllEzbiEUp6OFeykhNKg7bCUpWUq4ZIDBaobHdgSwXYWYclntTZuOoangnMD5cyFk067NujEuPWum8bT6nC1sL2WlycLJJ7a48w8+zIMPPsqb3vQ67vi0l9BF076rYNZEgssHqp8Msdu7mhOdWksJFKerVlAuGmWQok8LQz/w2GOn2d7cYuitTEPK5qfRIaEpsbPc4tzmk/SrTIgdTZyzaOe0wWKbZ+0agcb47Umt+TZYCF70QmeEWBPKLLQtkSUzeAz/gQMboJ0F52lHwEL9njx9lt/4jXewvTO4Q88oEZVUQ/rE+0BL9IdTBkbXZ3N6IxNfc3E9ivupRlekotTUiacs3JWr8LVRd2mxo+pny6HxzULGlLgmdtz34BEeOfrzfOarX8nX/tWv4uabbrRfZI8mm6TJl6SZfBF9ZSqnu69Vq2tmupaPWy/drgjgVpTeHSBWJ2CgRCNYhJgQyM4DlxxVC+dbLrc5f26T7a0lOQs5JXLqYTXYXzJ9VoakkBISO6JCJCKxdYC0zCsJQmgCrRa+ONDkiHpoYszJIx3AVVsS0MYZ89mC+WKdxWKD+XyNWTejiZEnzjzJ3R99gKZd0LQWYZBScqdrqhp6cUrk3JNzpmkaYmOF9RvnkJoQ6TMQA11nKezqIZTijlGK84jyNKBYBcP4/0xs4pgsg2VnNrExLpBg/VhrpUCRyCFlCxkLkeU2vP/994AKL7vjdtrQUhMOKoBfPpl5upTgK6qZRV4ZjuJcBHysZMLVFjrAHtGW+hVHH3mAMydPQYackslJSsZxi0DMxAhdY6ULGhFmbUcTLMbf+HKzymxpTyADGsaYbcUX81LSwGsCaU6EsGA5JA5ddQ1B5vbIQDpKJcw/+cB7OXV6C6S1aC4xp6Jq8tsvURhWWMpT7bD47LLNEsSsGcVoUJ2xRCAQe/QRxXDJWf2xa1BLAjCt6TIezsR4L4FXNHupi0rKioSGrA133/MQW9tv5699/ddy2223VCq3HnZi8BUyh7qt7FmsKJ1OpT2/uJC1emnoviKAO2tm1fdoMIEJ/vArgkUflHodUYIVo1KtNEgaevrlDqudHTRBzCYSAu6oM81RUJIE2qZxx2Fj1IEKEiPEQOw6OnCeXGk0gYfvpRRIqh6yaAFcKSuJwNr6nPW1BQfWN9hYP8j6+gZt27K9vc073/UeHnnkCbpuxqpfsVyVWGooT79YrVZjlTSM80YCTQyeEKGY/zXSYNpxTj0SImoObi9h6x5rHbWalAdEGlIazAkcTbOxxcH8BaGxRCGKGVomhY5g38RomqBmUrLQr9XOwPve92FOnjnF6z/rNazN1titdlw+2uSTqalCKmVMi1VZVUsfM0beV4AgZmGt0pKdndOobtOWEFQVVBtzxKkwhIRiTvyUE1GMU29C9JrydoYsauF1mkEzg/jDALWjpNAbyI3gETRCXmPezjiwcTVRFgQySIOi3PXBu7nzPe9HQoeoRXxkp3HsKJZcNqlM47js9UNEQRKlXs9UE3V726m4idbschmCL3jIHs2WC4rdGMFiYbljTLhYdJbXMTGRF0Kc8fgTp3jL2/4jX/kVf5nXvPoVhj8+apaso6OYT/8i9XanPVoWnvF6yte65/1FbsLbcwJuEXkIOIfFxwyq+jkichj4eeB24CHgG1X11KWOo6psD8PkWvtJcgdeiEksdClL9VSvtLcJEQPRa5qEPFaA8ERsyAOSMlEzsW2IXQndCyS1ZJs2Wlp40hJV6+GEPshDGirfrXi4zmB0Std2zOZzd0papuJyucN73vs+7rnnYZq288SJaBpvZyZi1MapFcsI7fu+Rkg0TTOGBgFtayFbaUgG0hlI7in3MgCiGFA3LTGKxZd7MZ0YGkugqbzhaJbm7CyqU43RMzyBGq+eJ1jT9wOnTp1jtljRhJYP3/Uwq2XP577uMzmwvjGakZ/k7XmTb5RBh0oHKj5pncdM9LXOR3DgzKokUZbDCqUFWk9399jqXB4+YcXGmNAtGQit5SFIMA466+C6bnbNG6seSHF8VBvAyAzn4EUiOsA111zLfDZHtAV6RCLHHnuU3/yt36EfknHasVCcFkFiV9tALoWYMspAKZNgX3owAUbhWHm/5D1XgLHw1CMHPEaiCnutL9O2C0BOn9KTKx0jguv9XpdE3arH6+GkxKpfQWg5+eQZ3v7Lv8rZM6d40+e9gVnT+HlK+dtJ7sIErPdIExXZJ+D9FFnR8X4v1Z4PjfuLVfXE5PMPAO9Q1R8RkR/wz//4UgfICqvU10QNSxgRVDzUy50JEgJhEGJjYW1DNhOqtbQnKwzv+c/m68yoRo8Nz0i2Knld19J2DW3XEmNiWHW0izmznQUhWky0+ChkT5lvh2Sx5TmBDqQ8ECTRe5hijNEoiCaSNXP3R+/lPe/9ECmVzMeR2VQX0CiBXi3Ub7lcVhM5hEBKPSG0tJ1ryCkzLFfQNJZRWWr6BhPSnLLXR/GQv5CMgwyCl17wTEMTHAkG7GPmYUlNp9p/hZqqNc/LKwRSyqyWyZy1K+HIg08Q+BCveNUdXHfoaprYUmqY1NAo74BaS4ZdusjYplbiC4//z1m+wR9JoB6/W83m4ACaqtZpnpZAyAbefe6rTa5eriGr1TAvDwPIQVCJqNoCrgKhseihEDJNY8lcKZvprgFUo5dN8CxaBPFSDyaxzsGT6IdtDl/7EgCv/xbY3Nzi7b/ya5w+u2kZvBIQCj0SHaIiVm1oSYnBLuA5atPBw/PEQwQT6KQeEBYiiJbfmjImmqujMmf16/JIlcJHyVTmnHZl4kcDU2KcXrTPXlLWrdJ+yDQxsLMa+P13vZuzZ87whV/wFzl08KBhTLa5hN+R1ct/KvWh0+spn/c0vcSnve1yUCVvBr7I3/8s8E6egWBTY5NtBc54IoalYZnWnSEEpSEa94wJp3ZztBevI+LdZUGd/nSUaPRHVtqmpZ23tJ3FWucQ6OYd88WcoV83jtzPmTR5DLnXOskDQ1ZSGuhXO5bQ4APbxuCZXwMPPHiEO9/9foZBWSws62253KHvB5qmQXMmJStOU7RqywxtCMG+axozX4M0xCC2oCSlaRt6X0xiYxUNSwZdiGaCRgd1WwAxazVgGaWhmUSRSA2jEmzCRxEk51oMq4RAlcqGpTBSycvNCJqU1VJ5+OEnOXfuI7zylS/mtltuZN7NKZrG6I3HS8M+D5L2wrQ/k3xbzY4IJFQGK5rm9V6yKCoDKisAona00hGJLGZzZrFlkJUVkSr1pUdC0GcNDAIpgEYlNGL5BsEyjptmQdJtsq7Iw0BKyiolhqwgKwShEWOvNUCI4g63SB+WbByaQY5o6MkC/+k3foNHjx9HWquxHYKQU2/1VTSArGotGQtnqaWcKJy+QXdEckuxj0u1wVJvvsiPFr9XdW5CTkONKDErsqxxI7fsGTm+aJbjlQCEEj5ooJ8wRUURyIGcBEJvFKN2JCIf+uj9nDp7ji//0i/mphuuozBPrln6Y4cmCsteGpuxqNXF9JOaaXwJB/xzBW4Ffksshu/fqepPATeo6jHf/hhww4V+KCLfCXwnwDXXHrbC/ijqYVOZEstogGsKhvEg2Tm2GBuaLhC1JUhDWg71YQNVrKUhkBkwmqNtWtrZjHbWGYgmIXcdw2JhHN2QGNQYP83ZzUxL9tCcGTQz9CuW2wF0h5xXRNeSJQjHnzjJhz58H+e3ekrg03Knd/ADROlXK4aUaKOF0oXQeBLPmN1VnlBvFkQ0B21w7T9GEEuUmHrWg/OLRfj7nGmDuZBUHTy1lAe1bM8YSip59vBAtfrGdbE01BePNghhrF9Bve9YM/rOnV1x992P0A9w+4tvZNHOLfPR1Y0YYvnxRPveKxy7/ryQ7XmR7+tvuJbgFRyLplnq5NkymFAipXIg6lYcDVdffZjrbriBzfMP2ShNnF41zkJtvMQr+UWxipGxscf7NTEy71piN2c+i5bvoS29JhArZdC1LU0w4N46f57Hjz9GToMdL0Tm84VFNGnm/vsf4OGHH/YIpMaUG7LhVh4wZik5DYNTEeZvKrVN6hNwCF4d0cDaCrj5vuX+apy3a+o1lFKt3lDR8D0kVrNbnjKmpts5i2VRjmsWgiLUSow+ZxXPNPZoGwt8AFQ4/vgT/OZv/jZf9EWfz+233UaJOy9FLsr42IfdyWGX1qOnO15equTzVfWoiFwP/LaIfHTXuVVV6tNx91yXTYKfAnjJS2/Xkkpdui2QSWKrYk5FKzFAChKJoSNiIUkRKzyUuhV5sMJRMgE1UfXML2jaltm8c427Q7WxM+ZUufPk4FaqrSlqRZKApAOrnR2aAHkYWKbeq5kFljuWgXlg4wASoF/1zBdz6GDoB9JgD0IojkGjK/whCjHQ96aF17AnFSzwxFLfVZWUoXGzIkaboBadYoDveZTgIVkiguZkzKJmd06WCJRRHZCibWT1NWGkN4LbmwGIEoliNItF+oxefLLRK/0y8/BDx0lp4GUveZFpYxq81jMld7CWcb2gfNQre0Hb8yLfL3/FS3X6MAzrTk8vF2o1yfLItxAsYzbGlnYWue1FL+LUqTOcOnXGw1Kd0RZzYpZMQ1FBU6ZpO6tB4rRW27asra8xsCLIgvm8oWlnSGP1QIJ4oSO1DMmrr95gNg88/PDHnZILzGZzhiGR8kDXdXTdnM2tpdWzigZSqorKjt1/7kxZIRloF81Zy+P/POmrcNtF5lHPm3DNWHyR8/BWowZLaVor5FZoDcJggQ3iYZcaKldSnzJVotLsVx4F5VEo2DNnVWyBHHImZOO/yUK/SuROaOdztrZ2+N13vIvP//w3cMfLPo0S2jmWvB19DsgllGfdrX3rLom/uPQ/J+BW1aP+97iIvB14A/C4iNykqsdE5Cbg+DM6WDAzHkpdYbtpIVQPezEhopiW3cjMnzYeiJIZmkBOLXkYajw1YutgxEC8bVtmszldN3MNNyIkcp5TKrTlSX/l+r+dO+eeZdsQMuwslzTLARF/UkfOzLqW8+fOs9zpObBxAASWW0tyVtY31gFY7uyw6q0+BVgUybBc1RBES1m3vyLYyk9rEz0rid40X1VUSz1uqzYnEjyNOFscerZaCaZJe42QrAz9AA2+vy0cIRo9kpX6tJlSDKp49TUr0gZzfobodVMsgqd45cEK5Z94You1+ZO86JbrmbdT83TK/l1Arrj09k9Ue77ku8KS005W29zvUPAnI7kTTayYkUggaEOk5fC1HZ92x0v58Ic+ypYuSb0VJgpOHITylBlfbOezOU3b1hO3bcd8scYqrQiiNG0khM613DFduzqsRTl8+FrOnd1kc/M8Igb+KWdCbFgNiTNnzlnNmwAq26hC0A2EOSpbICvULQlyB1ixuDKypSAbPrfN9b47dC6Q3Irw/rJMGVekDcCDtqTUGKADOSSClIqL0c6v5QlTXgSuAqnz+O4oLvVDCh+NKyQ5ZdSjc9KgDD3MuxlNs+ADd93H+oFruOnG66iFttQ1bgKWZXoBidgD2FLfuxKk061PbX9m4BaRdSCo6jl//+XAvwB+Ffg24Ef876887bHAq/BF8Js3z7eFNqk0FlEhoGQiZuK3saUJDRoCiYQMgUF6q6anVmWu0AM1xdUdbKWWh2Z7UG+IkdhaTXB75iQ+qaTSHCIWXteEQB4S7dacuLntTwiztPWjJx/noSPHGHJme2uTxXxBGnJNad/Z2Wa1s2JIAxICTWMLVON1T6CYkdB1M1SVIWX6YWm1W7IJdtGkZi10TWePqUqZqIqopcB33p/B70c0e9hTYwKVA5oGcgxextPLWtbne1LR0wCcurgV2RIZecdiYrZtw8b6Bu2849SZJd38HDdff1VNhJXymJKpDExok8lpX7D2fMo3eHyElP7yuO5dFg8jnebAFiXSSEMjwm233cLp0+e4//4HzbkIXo89EN25bIMnNP5QAUW8ln1DjB2B1sNGLQ7b4u7DCKjqMdYihKAcWD9IkMjSrcSUM1ngfX/8foZSG1wwq1XBwHIFuuO+pTAZSCtgVp7lWmOgBTI9qr1RF/iTIjQgtETpiDTuUhEPNZTKRhCWIEt2abjuT8ha6JPsFoHY+SsP7hp+oTS0UCYjD402oP4QEo0MQ2boe5QZV111iLUDB7j/Yw9y6OAGa2tdtU7tGB6rO5XmPRRIuYoRo58ZmfJcNO4bgLd7BzTAW1T1N0TkfcAviMjfBR4GvvFpjySmvREw77ibR1IcN2oe9SDG40VpMAYw0oYWpGHQjMQeCYG+FyQlGhGrMOjVBcUB2yiPbHUKPDlnGAbLRhMhqD913XlrSuq5j0H0J8s0TYBoaeJDGjh18jR3330fp8+eY7Uyx8mQEvPFghgDm+c22dnetuvwhJkYA8OQvF5JY9pweVBA6olNyyy0Fs4lAR0SobHraUOkDYku9MzaDunmPlcCA5b9KN5viKCeGUcp88qk1rFa+URpLK06xmgLHhUPRi9+yiSxVOOc/CkilnNBDIFu1oEo81nDxoEDpGQC37TTojl7yJBL0CYvUHv+5JsCFK5XVY7V+0AKdBuZUjAphkDUhlYizfqcO176Us6cOcexxx4HQq1tnmuIndWQD43Vky7PTZTopUqzTK5D6hAU51wQL9OqgA7EJrC2PqMZOs5vnaeZr/Gx++/nYw88bPvHEkEx8ztbonoeiwxpEDWtXiUj2iDSOCBbWKDq4PfeVksNjyyxaSc0khFdoUm91IQFMVi0kz22LLglGZyuE/HHusWM0rqGUUoJwBgwHKrMVaqppNe75l2csVkbswiy0sQZUWYEmXHrbTeztjZjuVqysTbzYAGtFM3FpLpGv5TdJlfyTMD7zwzcqvoA8FkX+P4k8KXP5lgiwYv+a12rKHwUamGBKFG8XrZEorQG3dIQQkcMSuhLum2g71fkATRkD1/zWt85M6TEMCQDoZxZrlasVkt2tndsgYiWSVlKtYaQ0RhRrxORzM/p8c+mQW6e3eahI0d49NgJljtWfCfgT9aIDcudbbqmQRZrDKsVfRpQSfQepx1EGFYrSvgdOTNrOyuGL/b4JhGLAZ/NGtZmkVnTMu9mzGfRnLAiSNcwJLHjZ6kPnrAHljT0KbHM/myT7BUf1CiQZM4EmwAoEhsv3Sp1vxF86nhPnEWmTe7srGjbGYvFgmsPH6LrIm0bakiW/ZArEaxrez7lu2jQIrHSfVZvenSElaeo10rT4jH0ORDUNOjrr72e137Wa5HwQY49+pj5QDSTZWl8bypKjjtAQ4MwIBGaLrBSBYbJKoxZuU5OZB0D9TKJplGjINqWc+fO8ejxJ3nXH7yX5XJA1R8wLcmSdMCcgrowAJcVFq7YugPQw01FXAY8Eko7yC3m+bBnXYrPnpgisxauOXyAtbV1Ukq07YxuPmdruc2y70mDeAy8l21QC14o5SFyNgwwHDX+3Hw/rYcCesx3WUMr1jqNQmsPQwihPoREJCMkVqst2la54cZraMWzQEtBrHpIHafLRfH42duYV0TmpOBxyeJT37OykFTLImYZw+ibEGliQyctnawRiOSohGh0wyqABGHlDgYTiNEsyQo5KQl7Ms5qZ8n21hbLrW2jRxp/gk4bQFtiNG+6NMF5XzMbSZack0mc2zzHk0+eZev8DsvlymNTlZxamhiYtx3LYZthuQSUGAQvg02f85gmkBISzJHXRJg1bgGIMptHZvOWta5hY9GytrbGxnxG27RWJF4iq6GnX/YkZlbkp7E0ZAPxwDINbG1nVskqOQ8qJBU0eMSC2nP6BKXr7KnzCrsSAyyOVpyqczO0pg9byzlx6sw5Ng4sWF8cMK2fSiVy5UL2898Ei26y0L1MyQ7OlGKhBtm5VP9TG8smBoJGTy6LdA3cctMtaBZWOz1PnDhBCCWRnJrxmjShX1WE7QAAIABJREFUIp7lJ2R6Ut5GQu8JZDbOhACUDELnf9XnoCYkZEq16+Wy5/77PsaZM5tW1IySzj6gatdpAN2TMtRKgGRfrHokjHyvPUA7ElhC2DZN3J+0hA5sbHTc8dJbeePnvoYbrjuEqrBcrtjZWXJ28yzbqyWrwXI/hh76nYF+qQx9w4lTZzl5ZpM+m3WeNZFJbpm4gpGy1wh3sC3IWqKvcvCgg1Q5HSkZ3d5Xy52ek08c55abrkdmCTM7W6ykgI98TaYZNexCKo7S8ezbFQHcYHyeWkS7ibJYsH0ORfuuj0slhoY2NnShpYvGg2mTafrMEN1xFsuTWoQYLJpDwJ65R7RwO0rth4HU9+TBylCGPC4gQ6npIYJXZyKnAU32DEvR8hgxS83vd5YMqx6JrulmLxGrA20nHAxzJAR2lkuLAW8awmpFUHOliGS6CG0TmXVCIwNNEBbzlraNrM0a1uYdG+vrHDi4xmLWEWLr6f1KbA6ytblDMgKaZUp0sfVnXAYWObDewnafGFIgibAzKKssZLUQwwSIP+9TciLGlvp0evzhzQrDkIme3CaU8K3Rez/r5hw6uKBziqTWO7uCNe3L08SBWykPs86YA9iALaDaImHH+ijPCcw94cmeOqRqYNci3HrDTaTXvIa7PvJBHn3sGH1vj7aTICQGVnlFQsgymEIgStbzRHosvcedhoUsp6TdT2gUypPXMU0eYVgqQToyAyqDc794Utc2kZ6sma5pyKl1i84qGKaUSSRiFLo20gSc5mhIQ2LoV8SQCannhusP8obP/Qxe9/pXsTabGaWZQLoFHAK94TDLfklWZWvYZLkFw3KTtBr+f/LeLMayJL3v+30Rcc65Wy6VtWRVV1f1xhFn4TYcWxQ3k6ZsSqRpyjZgwQYM2IYBvdjv1ptf9WrAgAE92LRgwMuLTMMQAVGiKFqQ6aGGHG4zPZzp7qnu2isr93vvWSLi88MX52ZWz3TPkByOC5zTqK6qm1mZee+N88UX/++/EAfPcHfOaTvwwZMjjg8SZ+cdnTqyAfLlhFNMCPIYTAKjNYaFe4ywURnOl9djhG1xigRlWNb4NEekKwXdgUuGEqi7BMbwTVAQs6e4/GF7wb/1inpJCrd5LkiZjOdxt5IR88IwWqzr88Ub24eKynm8ePCB4CFGCzYwLxLHEDwxOnIsOLf3+FBTVYGR8l/XNbGuyYMlrHjncGP3UXbMnG14k3IkD715pWSTI+YUWS1XnJyd0/YDPoQSrFARh451apnXgbqucJUj54GJmIF9KDdtcBB8MZAvnip1FWjqwGRSW2r7pGIxnVBVgUnlceV5hlBBYXjEmKi8LbxMwgVP6iLDkOxmJtMPyiR5YhaSeFad0iboBwBnU/4SvGpwUmLMvhyZBzlbAMQFjHfRT4xpIMPQc3B4xvTWFYIbe8uL63upeJuqjuLzLjg1taN9zJfiXIJ1s5Ru8MK/Y7R8dR4q53njzdfY3Vvw7nvv8dV33+Pg+XNyhmk14fruVWpfU4l5zs+qOdNqYRCeOkQjY8JLLjQNB8XJzxWBpyMl24CzRGLsODg8RkloNtrcyKCQ3BfGUiCrkPqI5oEqCE3dGDVQhVAbwynFSI6R2K1pZjWvvrLHnbuvcG1vm1duXefG9SvMJjVoHi3BoQzxtYSH196ajEm9Swo1h88Gek0En6hkYDJxXL1yg3YdePxsxbsfHHG0jHYScVrYMFLkS6nARA1QmXZC2gIHhfHd25w8LZHLoJmj42PO18/ZnW7Z++UiWqCbF4r2t1ON/xTXy1G47RUxbkKJxdLRN2Dz53LMdGriArG0au/85sijrnCbUxkmegg9FvuUzQ5VnCvdcDF1EkVTTZpMrSAlM5sRJ+a4F0JRF5auUY2TLDjjVounayMPHzxhtV6BE+qmYRgGGjJuaNnbqrl9c8HelV2a4pEybRqcZNpujeZMe97S9lZo59Mps9mUUJmUflIEQ5PG1JTBV4wKL3EQfLPBLJ0EpDYea1YbAPVRSrCwJyrUlRKjccOjCnWltEOmTxCzIynmUy5KHMN+1eCWFKNFu7lqo8C8PFcZZ1sZyBlW68jx+cCVRV2YQ9/11fWSXFpogMZsADAesRVrxJHLUXygWBhUZcCoI+5dWFCFIXXj2jWuXNnhrTfe5OHjxxyfnOJD4K0336Lx1abxqFxN7ad0+RyvHqeOLK50lvZeX+62xxnT+Hgic//RfY5PT+1UPHbqknCakLSmaSo+8dYbvPHma0ymDYt5w2JWsVqdc3J0wqNHjzl4foRmmM12uf3qbe7eeZWr12Zs7zRM6jk5FjFOHnAuAdEMstThpdrcr45CHVYla2Tdtpydr6mD3RfeNUg2zUHdNGy9vsP1/R3ef3zAo6enrFuIGUuWUks6tOY6lfCSEttWyuMlFMXOJiV6Lmfohp7Hzx6xs7eN4nCjoZaCXJr7fKevl6JwC+DHAE5xhaNsO6KMBRtb6AKMWW+FQj8iTyUhxxEklON4so06hwJ9gErYDABzNF+E2FsiuguhcFspEvHLsm/LdMxloGkpOwbBPHr61LqRZEEIVfBoTkyC8MreFp9+c5/X3rjNtatX0ZTwlYUopDgQu451u2K9bPFVw2JrhkS1GKex0IlYdmQ2H4XgAr5qyOoIwTr1NEptK0PjbDQaDCJSb4k7KlQuABnvrQP0JYBi2ghDUiKmYE1ZiAmSwpAdMRtShOqmcJTVuenCZZQZl185JWIfOT1vmVSexWQU/XxTh5K/xNfFrTuGLOdCb0OK/7Y4zN/aTpwxxjLAzBcycsRyQcsJVXMiOOH6tStc3btSvHQU5wMaB2NQ5YsEeSNX2WlMdaTPGQQzbiV2Vxk9sKoDQ4LjoyVffvsdcAFVo9GSkukVU89bd2/xC7/wM3z2R/4Kk0kwymoScq/k1KGsOT4+4XzZMp9vM59v4YOgJHJSclI0JcT1SE6IL6N9dUWc5DYzlo3lbRmUqyRWfc+y+Pg4sYKN+o0YJ+XIvBE+8fo+d2/fZIge1cDRyQmPn5xxdHxiz1iS+RRhVERTe9o6z+iGxRNTou9LUEuVeP/9Z9y+8waLuZ3+ZTO70M1M5ztdvF+Kwg1FhODHSC0TwWxyFQFKxyGUNwaKhWRJwRgXPSPtx20UZEIq4aTjgi1HHhdJOliUVzBaX2YsOiYAMDzL6mfSTIwDQ7cm9gNDTJyen3JweEgsqTVVqOi6FV5hf3vBj376Fq+/9go3bu1TVTOCc1SVZxg6YjcQ+44+zsg5li5aqcIEFUeMZmrlis0rWjzDS1F3Lmyc/byo4ZYYjZCCx/nsqGoPQzLaYzLoyRUJe3Bu40tRKeA8Kp6MY4jKkJR1hHWnjO2JjvxADE65wOb0hc0tFgbPMAwMxVr0sg8dBYf/XriEQrfjQiOw8bwe6Zql4fATT7/siDlRObVj/GagOxLJxpMQoLFQXaWE7VrRSCnaTEYS2dlpNY+cb6Rg2ONUwvZbxLpYJ+bb3g4Df/Sld+gj5mxVBGuaW1Ia+Kuf+yv8J//Rv8e1K3sGDURX7teBUEU0QM4V16/tcf2qkNXuQbNOTjg/+m2X4GdXYJhc2XqWDiVe0J/FWOgXyQVKirFocxJCb2j96KzGBCEQZIrgCQGkshP5ta0b3N7f5513H/PBo+f0OZYm0bjbomraByjYeN4oq81jKJPywPn5lCePnzN/6xUyFY6h7MkGQ9n79M3W+Qh6/+nvgZejcIsgoYT+uotObmSRWLeRzatEDBMkO1QH+uwKduhLgTPnBxtEGgUrOG/aHvFYAKv5kPQCfigy+5jI/UAc4sYnxYQ4JRwA2yD6ODC0A916zep8ycHzE/o2MQzmER7jGhHltRtX+OTr+9y9c4Mre3sEN2U+WyBioiKnGR0yGgKzOpBij/eVfW8xqpUPjpzrTeivxxVr1rHjUHxVPMedlGO40K3NyMiJx9dm6+nxxdmw4NfeBieKJw2JoTeebF0Lxa3KpO0BJKjdaIMw+ukwdj5COX0Yw0ZLp51yJsXEMER7vbrE0jlmE0co2Oh3vg95OS+RC8ya4nsugDpjmMgoMCkwk68r4jpyfrbkys7EhuAuFDGNXEo3Kl+fcoaRQqHdnIDKNyqev1ligRcGRGooboRjd2vsEmuWUs54X/HBB+9xdHyOCzVDjKCJHDtqF3njjVv8h//Bv8ve7o4Vf6kvFSgFtQbCEtcLt7pElTkoaU5Gz9OinLQip6hLJsopgiDRsR7Yv9uwGZGi7agIignMMjipCtOlsTBe6RFNOBqcBoj2PZqgvPnaPqenaw5OzwvLxJXX17xcRlfDnA0iSSnRD0PRfnicV97/4BF3X38FH/SiUMtlmORDBfrPufRfisItIvjKMFgbGlixVrFCQ4lWGsNSzb8k0ueM5MigvR2Ngjnfjbuyl2zp5eUYOprLbOS2FA5zTPRdT79uicNQipMwFLaI4X1WjIaUSN1ATJF137Jcd0QVYjROdl3XTCrHG6/u8cbda2zvXGE63aKp5lQFsyYrmpSmVuraFlsK1umKM9vWuHE+s2GR4sipN+qVM060UbgSwXtSvvB8qIKQ1NkRdBMdZeZCvig2RVzpjAdGLZ1m49aGwlPUaJ2eC0LUTF+Um5Sj9wiHJAGfE0m1HNczKUbiEOm7nrV3nJ6d48I2s0nxtRDK4Pcv/yUI3lVWtN1oMqWl4pYOT+xECPa6zOcLzo5WtF3HrHakXAaLJS5swz/GbA9G2c7YT0MBQkbr15RM8EK2rjQlRDypwJNQleKdGa1NyY7j46XpIPJgdEEGmrrG58Qv/o1/k5v71yxlZ9xJnNECRYpFa/EAGr1QRM272yC3oiPYdJ4lYarw/WWzzkqQ8gubvTUpWR1JHSFMEJeKGZpDNZAom5gMqKys8dOEMsdoe4LXgWkjvP7aDY7+6ATEk8X45GhdUL+i9iwbWoxxc5LMqSLnNc+fDzx5fMCrt68h40BTjYb8kcWbEfr506+pl6ZwBx9Meo2CjH5fkF2h4pTPHYn8OUX6vif1oEMqZjfGJPFiQ8XglLoKpKoi1DXe5SKCAHIm9i1D1zL0A33X0bZr4mC8TR1T0QvGnXLBtgurJKXE2WrNyfmSmJQhJmbTCVXw3Lgy484re1y5us1isUtTz5nNG+q6mOFgvuDBWyeRc2ToS3HWMjTMhofGYdjgourBSLKlC4HSVWjhU5eTyhivppnYRzsyF6tXN4ovci7MEUcQoao9EYr4yDp7V9X0MeNUaHKk6iB2hvXhlJwjms2NzRa1RWrFnHAx4YfBju/ecb5c45xnVm+xmHjkGxbxX+KrdNw6WoZuFJOl2xUYbUxHJokPnukkcX56RnMlgF5QCu1fF1qbYn4erhSYTXeqpcO1KL+cekQzmgfM+7usGSkUNhT0YhinKrRd5PhkiXhHGgYgUFUBj7C7tcVrd24bBORsuue8kPIAMqAMNkh0489uHXfWiw2nHN1Q4uZkYGKYUibHIa5egoY2+LExvZLAebtEg/mJbNaUmOeRyIoxX9IX0yoLggCoGD3I967ULOYzTtrzAukVU7B8UXkyBl32w0DoPW3X0UxrJK+p8px33r3H7u6MxXTHHDY31rUfLt728230bJv39EOf8zHXS1K4zQltDJkd3zSVsYcwGcFo9jrufF3f0p21dMs1OWbEm3+J954QKurKM6lqQlNR1ZNiLG8eDmSl61tW6xXrdkXfrUmxI+WSklEI+KU3YozssqFi4nzV8uzZIbFwaPf2rqA5UleO2/u7XL+6xZUr15hvbeNdwIeCbeZkzABvXgaSczFpgpRN2jskk6NrLtFpRqw271/NpNSXN91YBlIWZMqRUc6RCs6cUs/QR0snwTy70UxScGV7dF6QyluwgvMFPy/+4t6gpiEJlR8Ygt1CUjBKs9F1qOaNn0WMCfEDbhDDxKueKgaEEkahfjNQ/l64DN82X5CxcSx+lfa+bkQqUoZqDieZaV1x8Ogpjx8+YGu+xc7WDvP5olgoWBaqpgJ9JIOunJrQxzpac9Vr+xVDHOwERRHL4AoMYCvcBG4JpwVDFsfzoxOOz85IEnCuYTqZkYee2mV2t6bMJg2mrwgooXTsA04Gu181bGBOIRQxSyLraHlcunNKh095Ccb/1OTylppTKkOBCDO2EaYciWmFpVJVOOpCtQSwsGNLFmqAGi6VUnGRXOZidQ239q9z8v454ipTSeq6/JvNVICsiZigGwbWbY/vlhAW+BA5Pj7j8GjNZLJASHgtBVnGr7B5Gvb9Nw+Uj4+Dhm8D+n4pCjcYB1TELB8VuVjI4240yt+LZks10XctJ2eHnD19ztB2uOCoXW3ddl3R1DV1U5v3dt1QhRovoRQxx9APtOtzVmcnDN0ZpIijuAqqdZIZwTKjFEkZksEA58tzTk6WVPWEne0tQnCcnh4zm1Ts7+1wfW+Xra0dpnPLYTQzqYh4B3lAk5ZjmwUEa7ZQhpQSmuzoLM42hYwUNon9PILSp6EMogoWV16trBYeYaeUhPPG/bVpawmMzYWuhGGurgr4EEAcueCk46DUO0G90NSOqgKfKKcEmyRYwIQnj37lKSHRZNXOOSQOSAcr5zmtzmhqT1NtMaku6GjfC5cfTZ8oEjO5bOw/DhxH9u8Izyn3Hzzk97/4BVyCaT1hMd9iZ2eX7d1tbu7vc/OVm0x3twt3X0k5mnWBFLyXxOp0Rb/qkFQcHZECr5T147gwACtCHOeF+w/vo+Jpmi2aSUPft4QgkCO3b+8zWzQm/KG2gisJkWgQwbi+yCDRiu/o/5F1AxHYmh3l/iMVUbHwhbQB8jf4t4xDVftpRa2X1uIOiGrZGEdHz7H5uqiCNgsq8ItUiCRcnnLrlcS7Dxu6LKgbud2RnAPel1OMmup6GBJt2+OWQhMmDD6iecX9D+6zv3+NMBJSuFSr7Zvbz6KXq/O4aY+/X3zuR10vTeFOKbJR4crIeYVSxrnYKbP1ieoYUmbVrjk8OWJ9usR5oZLKuNzB3P6qUFlIQV1Th2CdvZcStKvErqPrVgxdS05264hTim2N/TknEyVkRTTR92sePH5CFs98PsPXwrpdE3zF7taCm/vXWGxtM5nOqCdTo87lriRqsMGHRZXYd4YpZrthjMSSSiEM5YBormoZsdBfxDrxPht8Ut5v783w3TxBjPuOGrfd8OwyIyjH48xIT3M2uHTjVH/cAIwqlnMmiNJUcN4mS8KWYFQub6cfl3PBu2VDF4yu8OYRPD2nqkyrKU0dqHZm5iv+vdJ5l6dqhBxh9AiBcaZjghYRX4yKDBU7PjlluTqjyo64WrM8OuHR/fvGDnHCdD6j3p6yu7PLld099q5eY3fvKjs7u9TBszo75atv/xHt2jZNLQXVWgDrvHM2W2DLaTQmxMPHT7j/6CmT+RZOQtmoEzG23Li2wyc+8QmCn0DxsIZcsO2xYJbfxSwnNlmTG6m8Fr50oUFqgfIuYcovSNQZrV9fbEhdeTa6wVrGry7GMhkHjZsNgYJ7WwMyDmMdjsUscG13i4cHZ2QnZAdeTIA2snYUY7OlmOmHiFtBW/d4V6F14N337vHqnVe4++pNco6MrYlu/nepMG/W/uXfL1frj743XorCrWqE+PGJuXKzG791fMHHHcmTytEsqTBEZdllzrpkzGXRDa7q3EDtQ/m7Pea5YImIAmkcxlhIsCtwwqbzEStMYIVv3fU8fnbA4dmSejqjCoEcbWDqPezMJ3gHvqoIwbwXnPdoqgDIMZEwKbnogGgixsEKdLbv50wjb8U0Y6eNnEhFVp+yWAetBYMrA0tyCaAoMW1S0n82W5+IfQ81GERLkbVvUkQVhV5pSUS2uYxwzqIJLNcDMWacHyXANnTKOZGS8d5TKdyDt87GIfSAaObw4JCYOmbTinnTfK+U7QtXZin2CJc+NsrSrdO2Am5zC2G17hDxRclQuNdqx/scM8fH58jhGU/1qTUD3tPMGuazGU1dEYcB8bC1mOOzmJK2dJwm4x5nItlgD1GWXceX/+QdYvZULmBOfga9iIPZtGZv70rZfIqBGQ6TwCeEAcov8+SO9niZu9jLYM3HxgPnAkNiLPwWJqZlMDmCC8WCStVguqwXIQul3NufL9Euy9dTRt+RkWOt4HqECkdGmPDma/s8Pz6h06rAR1YbkqaNM+nIi7coQke77mhChRdjfH3+81+A/MPcffUmL2ZLfhsYiFzqvD/meikKN2oG5UbFlk0XaB3ApcJddk23CSc17HUdE8vO0i+8xOLsBz4IMYPPDsmKGxTVgaSJjcVf+coi2fIWS8ftincwZGN1qKKaOF93LFc9OSqzeUPOathfjNTe2dfQjCMzxBaJjoCzI2WOIA7na1xaG0WqDGYTRaVYuNtasMFc5LW+yM+1GFJl1GxUjedYONnBqFLOYAwLUbXeaqQUwsWAMo/DEynsGlFkHMYU2Xou2JtXYVIHriwmpDTQ5WgMgrKIybrJzlRAxYF3hneOsWcC687RrAZOT5Y0e8F49i+M1S+Ncb7FjObD6d4v66UwAnAbYGRjr6qXy5FBJeOAWRG6YUB9IKVEVAfZOPdW0jzqzMvEvqaiLtPmgX59gu/MA2g6ndFls0D1vrC3kM26Rg0rjzkzpMg6Ro7PVvgwsdCApiIlE5ws6sDp6QHzeUBcb/CIFi8bPGajGkEHMj2XO2x7uuPgvAz/NNvnYyQEu9Lm84yNYr9bi1EYKtgSzThyAgljV16eU1m/VuWlPHZRuDcMtYLHG6um5uqVBZ946zZ/8s4zolhzUtoaK95FcZoxWLPvE33b01aW/DP1M/ou8u67X+fm/lUaX0rs+OZvStmldf7hxfKNj37D9VIUbsU60VFGbpdxsC8GN3bEz1hx8Rv1HpjCqSKXm0HVFWlvoC++3ZIprAclJcuW1OLi5Uqx3fTZAk7SBfk+G46ccmLddyy7FlUbjFR1bZN051lsTWmawGRiRP/Ud2ioTQmmipca8eAaUCf4CNkFS+tJAyn1BDEaUy4Wsk6SJbxrxHnDEimyfFeV3ElvtrjO1VZAZSB4T0zZXivUIJVieDVywSUXvDCNI4RyfC0dPjKeQQAxL+TFzJHVcbJODOmiE8rZ6F2p2NQio9cyGxommAFRjNEOyP5CDCWXBzhc9lG7WOMfLtSaP+x+8rJedjJSYcM2cCNxG7iMo4iWcXxhoKSkIJ5UONw2h3AbLfFlhbHzRqFVcQbDRWdBI52w6pZ4WRoFr8jmg6+o60AThDpUBOeQynOyWrPsWpqmIQ1jUcsEVyF0XL+6w/UbWyhrZENltKGoqCsc8Vw2pYTBKKAaDZNWG/7bGSOi9GxOEwUGlA934vgCkl7AHLYcPDkHnCZGS1vrRarSbJvmwzxXsMUk0TaOAktRgpsNn4LXbu+Tc+Ddew8Zxk2gXCmn0lkbZBJjYojGcHPOntOVZofVcl1IXqUpgkvFetzEXizOl9e83VcfXbxfisINJeHcO4JYofWFj4l6NnQhivKuYOBObGEGZ0ZL4mz4EkJldLtg3O5Q8hWH2NP1ViBTIfF7KAEZNuHehLGWmwiNxtBIkRgjXd9zet5CCKxWa3brmrbtqeuA95ntRc31K9s0lb20OWU0RcZBjQ8BD2gIEGtyv7LhZGtuadlbUEPORjGMBe92rrGBkioQcFVdvLY9ms1/xfkGcsZHbwwT8fjQgA4EcYWKCKoGG2UVcJUdPLTcRlk3Jx0RG1plTInqvak+Qwg0deJsObCO5iKozrxJSqWGNHZR9m/Hw9NaWiYTT9ueI7LDRjr/QtG+OGXpJe7uZdUrFDx0sym8vJdhsa68no4xp1wKFTBjNFVKAVaw0Aw1/3gvnki0QbkzT5NUvKeDc1TFiVLELIKzK4pb7D3ONARf0ceOoeuIsadUUkCpgrCYzJnPZ0wXM959/x44SGkopzODOhxm+fuTP/njLOazgmcnK4Sb3b8k3TDBFIgDYCny1vwWN0SxeYwNaaPBfoz34VjjitisFO1MKH/XomNyBaOuyr1RHEQV8/gWm65sfH1GEd+lgihaMHqxDcZR4zXx5t3rTCaet995TB8jL/rOj/eI/Zz9YHXBO1OFnpycs7szY3m+Ynb1CppKqs8l22O9AL35qD993PUtC7eI/A/ALwFPVfUHymN7wP8GvA58Hfjbqnokdhf+t8AvAivgP1PV3/3W3wOqkirjvZRA25HTDUnCBfdTpWBtHu8s8LduJsxmQgieppkwaRpCXZfBZEMIjpwS69WSk+WZ4XVY1165Qp3CjnFZsxW0EYPLAbIZyuQcWa8HEpbysl6tSLFEnZEJAtd3Z4VlUuF8IITaFkw5ITZNjUhltrCuKtLyFlcJlYOh74FgNwyZYYAQhFDbgChn8wV3hdqYo1kFuLo2s/chbjpT1YRzNTn40qXbqQGceXCLDTSlDLpEhZAvjKVc8fh24ourmp2ImtoCJurgWQ1KO0Afc2GsZAucSHaSseNkb528QqvK2Rms1gu6vqOpp9hQ6YUeuyyMywWdMsS1j1/c3Jt/9Ge6vhvrG7AEdWf5kG7k+G7mVKNMXTZ/NuDBTkXOF1Vh2eTqqmJry1glN27cZLGY4Zzn6dMD/uAPf5/zNiPagAMvgat7M+pqSkxrNG+xQdiLt0lOhhWLE07OTnl+eEJdTxnaxGRaIxIRjVQebl67xg995lNmlyx1OR3kjSDMTmcVmkuwgBNrjMRmJRmDAW3+4jbdttk1FOaYsOmyYRTpVPZLRsjPzC26rCRn9+AmK1Y2TN7SgAgUp8SNrnqktOARDSaWLB25kVUjd/avM59u8c69ezw/am1zdaloS0yDDWVQ2SWCj4gPnJ2dcXo6Y71ek/L2RXddivWLzco3Ll59cdl/8/X0bay5XwH+O+AfXHrs7wL/VFX/noj83fL3/xr4BeAT5dePAf99+f1jLwvxDQWbdsWNj7KQx9Ga/VJR1DkqVzOpGxaPJMZnAAAgAElEQVTzBbu720yaRNPUTJo5VVXTNDV1PaWqA85BjAOnpxWJTDf0iCq1OOrguWzcqKrEsSJsuNCRwQEpErxZruZs6qrJZEq7Psdrz+v7+7z12k3ms6m5FvqqKDkxjrp4xDf40BDbpUmeqzJocYrmAXUBTdYpuKpm4hqS5gLhWFc2ctzreoaECX3XoT7Q9R3R7iTanOn7CDkW7nRGS8Ema/m7IENrEVGhIoRgjohF/Vhe8cJ2GNV5ZXiKUDWOuReaynG6buliMQsoAp2UPhSUWr5vjIFJXZsDnox9eS6LgRcW7QYNKxjnBR1s8459u03KR12/wl/w+gYhuMKTL3i0/dg2SBvtP+2EZ9zurBDwTOspp65CnEW/3dq/yWt33mL/xg2m0wbnmiK4SUybKY8evs/5/VNcFlQ7dne2uLF7heV5Am0xlWZG1CPOBDg48/qIuWe9XOKlIaut8aapyTlRh8Q0ZH75F/86e3uLQjWEsXwZTm1QDmoDS6QM0HGoGh6fs534yOV0oTXmjVw6Xy2ESVFUbfgppYCLq0tXHYnZuv1VH0lVIssF5c/E06nEFFqj52QwLF7r0gTGUiHL/anGrAHLZHVqcWpXF56tT77O1+8vee/BQ8SN9OSx+05kdcTBsmEl9njnWLct0+mUmNLGP2a89Jt0HBvQbNOJf3w38i0Lt6r+loi8/qGH/xbws+XP/xPwm9jC/lvAP1D7yX5bRHbHROyP+x4iQhVqE4KIfOiJjljWxY0tCCEk6sqm51f3rhF7qJuGumouONx1Q6gsOqltW1JKZgG5WtFnZeIDk6qiEkxVprlEkmkh7lM67YHeC+TI+dqm/rGPxf+6p/bw1ivX+NFP3eXa7gzv1IpgGTKJq/EekjpiNnlxr75gmJGuVdKQ0Ki0nd0AVaiomhn1aFmrIBKsSwJjpniP+oCmzKqLxCQ8OziiqR3Pnh2yXveknKnqwHw6KYtd8BKI2QY1aQPhRRazhsW0ZhOsDNYZQgm5sDcgZzs+1MERvDBEmGUHmmiTRbs5HV0Uyww4K3gT6MxiRc6REEalng1iN133peL9Qk2Wiw3VPjZCKPnjltfHXt+d9c2LRXsD/o+dNtg6FzaBuoX509Q1daiothvefP0ub77xJtN6G+/ta5gZmp1MvfeWhkTxjRFlNp9RVw0n/amtx1xmBQVCNpdBs0gVtdPV+KNlTGVZByGmjp//+Z/hsz/6KTTHQn4wCqEFTYfyvCpGLxLVQCYVbNnk6bmUHIM0FAstbkBd4XNbMbSACYAGzRNU1uQMQ+4tgSrB+++/z8PHh2TNXNnbo2kaNqcVZ0ycmDLL8zX9emAxnXNtb882kxGmcfYGjUHitqJyaVQAqZg4z1t3Fgyccf/pMTUT0N4S1xSkMLliTrhszKphsPrwYpG+3Ep/q2Pix3cjf1aMe//SYn2MBasC3AY+uPR598tj37CwReTvAH8H4ObNW+Yx7bR0p+NRf/yzbn5UQcFlvBPqqmbazNndMl+OUDdUTWMhBPWUUAW8C+Qc8d6GYs3ynKaurXt2gdp7KlcKQLQ9F2dClCRKyGWxa2aoQum2DXKYNDNSHrgyDfzgJ17l9iu7VMEh3pXjnllsIsqqFcJkRpaKYehp+0SOPcvzY/rzFSfHh+aVkhLz6YS6XrO1k2kmU+pmStU0qFbkGAuEPLDu1qj2rFZrHjx6StTE+XJN33ccHJww9ImzdUvdNMy3ZkybCTFm6tpoeH0ccKEyWMrD8dmave0524tpSRGyLt+69ISUWcEFkmEHXPXKpAxK43owTxNMKZiz4bSaEzl7vAZWq5bVujW646XF/A0sktET8+KBS78uY99/9sL9Edd3dH2/cuvWhik1WqmacRFclt5sjKLUrIpFhUk1YWu24MruVV67c4f5dG4DwM3wrjBGy/synhpzwWFD8EaBjVpwXNnsG+NLKWo9f1LZeP1AJtQWYC1x4BPf/xo/+zOfw0lX2Fcl1Hv0S2HD6SgnhpGaJ8SoPD845PnBM5ZnSxbTBdevXjWcXL01JITSnautG5LRUnVAnCfpmiFBnzqePH7O/Q+e8fDhQ/oE6hLPT87Z2t62jUvNeni1WtEPFhMnKjzsDnn27Ig3Xn+FyWRUR5pa+LJa5LJ4R3LpyH3PW3f3IQlPniZcbT+jiHXqSRNDHEwhjePsbMn5cs18MS0r4put3W9WvC83JR9dvP/cw0lVVRH56O/w0f/u7wN/H+DTn/6MOqeFVzwqJEc63tgRXnR8IsHwbVfT1FN0al1gaKY0pWBXVW2eGyLkbAVn3VT4YvQUvA01ffA4o5xY0d4MICidp20mowTcISaWKYnZy/MzPvPKLd68e4NJVReLWcPf6lCDCE8PTxlyjazM8a/vWp49fcLp8THHJ8ecnS3pVis0ZnZ2Zswqz9ZsypXVkitXrzCdzgldjXcT8A3rds3Qt/TDmq7r6dvI+uyIJ0fHxKS0nXJyvkTEcb7u6E5b4uNDXKiYTedMmorFbGqxaWGgKj4mnRP6uOR8PTCb1sxmU+aTGlc6KJLRF22yb0OgnK0z8kGo1FF56PtkOLlzBFFydnRJyEEJWTlbwvOjE7RQxbToCV9cIJv/bY6PNiC6KBPm96Cbr/MXcX0n1vcPfuYzOg7JxnU8GpltsG3RMtdx5aRmpmGL2ZxEz97uHk1VE5yYM+bYG25OTHYEzymZ1W7GhvXl5DdCECMAOZYoKR3uuIX4ss5jVqrgyWmgIvNv/dxPsZh5JBnv2cRppu7MRSaWRk64JGKKHB0ecO+993jy6CFnZ6fkYShZj8L2Ysbrb9zh9ddex5FAR+fOMpzNFvirEhGUmAaeH57w5be/wpPHB3Td2BsHsiinpytOTpcGMZWhfVM3ZuoWzC7D18LhyQknf3jOjf3rvPLqviXpfMOAWzevr0NIYsKimat57dZVjk+f0qt9TEwxhFlRWAh5ViGveh48eMDN/auMMv3LTcrINvkmK+dDv3/z689auJ+MR0QRuQU8LY8/AO5c+rxXy2Pf8jImn7z494u/lcfKg9kbBuwDvgrUuSFlpaprc+ALZRDkS8HNmViIKVImF64Ubx88Ts0cKY1pLyO9Ci1ubobreh+Y1A21q8iVJ3iP9onX797gys4C56ItzjigoWJIPU+envLw2RnPDg6ZzecAHB2e8CfvfJ3YD3TrDiUzqRxbiznrJ4dsz2qG3mTx9cSR+95izUIDri7OZB1dt6btWk6Oz2mXa/IQSVmJw0AQ8952pSiKQorKatkSuwFRmDSNsWEqS7VHM7FLnPQD6y6ybCNpR1jMp5Y2LoZfJ8UKt1hRzWPXJxCc2DF7MFtXddmyN51FZplBlbBeren7nsnkxSn/h97yzeK+YMSwKeDomOT9He+4v+Pr247jZU6gFwj9pvsq0zETngkZh3fBNAIy0FTVhqqqstm6CpygZVYwCq/G4ZsjVOGCJeRGsUrxASkNhpNUEo8yzaSxWECUUAXQxN3bt/i+N15DtMV+MhtkZoFhSJydr3j46AnbV65z9eoNjk9P+d0v/Cvuff09qnL/ZY2WgJRBc+L09Iz3793j5v41JtOmLIFSvIuKdNzMY2rp1ok//oO3efDgCarFugFQBuPIOynpPHbCq6qKoIKjK/4rFSJCmAbEVzw5OOTp4Sl3X93n1v6NzanHrosCmyUWNbNFDDazlt2tiucnySi7mjaModGrR0k4UR48esiP5B+0580FWwstOP/mKqeWEQL8Nlwz/6yF+/8E/lPg75Xff/XS4/+ViPyv2NDm5Fvhf+MVs5QBXjl+bXiaFwV7A6GUz7MaXCxJS8GgSOaNmzk655n60dgkNijCmX+3+IDLGCPDvguUhXCBQSrijMdchcB8a0FedQxxYDGtufPKPqHyaDKZeYqJfrXmwdPHnJ5l+izEAQ4Ozjg8PeLBB485Pl3RdR05DsyaCuYNk7ozjBkLJM6S6buOShyaBnToyNnRDpGsStd1dO2SYRiI3ZqQoe0HKjXToJQiQZStJlDPa0LTsFgsmE4awFKubbEpzpUBqHOkLLTrzvzFk1H95tNp6YesuCQtr9QYraValGWK5kgRtZnNi7PXV5Lggr13y+Watu3Y3krwEev0YiFfLOyxcF+2l/0LgEq+o+vbCmyJCyuPOS5S3S9sTYXRIIrSOjR1Q8w1qBZGkBbjpbJ5bdJhEmPvMxZuKbmsdkoa37DRy4PCed64k4D60g1vc3h8TO0DlU/8wGe+n6auILfmiuAUnHJ0eMy99x/i3RSRiuXpmiePv8K/+p0vcHJ6TBUCSRQvaRMP5sRDUpIop2ctQ8w0OZXOP5YF40E8Tkz0klPi7S9/mYf3H6LZkmnGImtFEsuBVKGuaxazOdNQ4RTQ2hSW5GLRbLOYxTzQR+X9e+/Trta8dveuPS8oJ257jbMkQrZQhWRe0SzmU46Ol2TxuMJwKfpXYraA5oDjfHVOStEsfWUEk8bfSwH7hqI9/v3j19S3Qwf8X7BBzTURuQ/8N9iC/t9F5L8A7gF/u3z6P8KoUl/D6FL/+bf6+mADwHVnPFHvSkp7sCdwIboYBxeXB2el3SuMA1f+bB8rOJGaG9+owKLcJvZ9LIZppOqVEVmZV4ip/8qgIlGI/94xmdasup6+T+ztzdjdnhcb2BqXI30fef/pIc+PV3g/ZbrYxrmK9uiYbrliUQeqrYphAl4mZqGaE5J6vEIVpkyaisobfzzrgCZo2x7zubLC1fUDQ98R+0TMAylmGAbyYC2wJ7OYeJrJhK35NovtOdNJGT7mjKZMzJ4umWdEVrXpfBZUPLF07ycnZ4jCtK6onImDgWJTWhDWQgU0r/FEypjhFJ40JhSpdXLqcvEub0BssV7MNV5csRcBDaOI4/LiLo//OaCS78b6Bss39DJKzUfin924aWxUxv9k9DMpXvIb/xjbzC8fu1VzyR65KAwGvdj94oPxmcdALqvs5TMFrJDZQFGhQAwTqlDhsDzG7/u+uzYnGmeqkjlbnvDue+9w8+Zt6jClruccniz5F//3b/H82RMmTU3qOiQIofHGVd8UW3MoHFJgvVK25jUwQI4IyWipzhfpjnB0cM47X/uKbXZ5DXhM+JPwUoN31HVgsb1FXde4rPYr2UlGs7NBpEaUjOQa7aF2ip9OefL0AOc8d169jUXFsXl9TSNZl0YwFkV1RZaIyxfv1+i7otmeaVIta3tc33BRoC/mM99YtMc1f6mWfZPr22GV/Mcf8aG//k0+V4H/8lt9zQ9fOSvnazteBJepa0eDBQK8AJ9gQo5YnlROFiXW9h1jp6LlcQ3epO6Mj0XjQauVbh88VfmV8cQo5JE5IaXobxRfNqEvGjDQRF1XLJdLdnbmTCaVvYHOEXGcr3pOz1ZsTSeESc105qmaLa7tTbm+W9EvVzjNdH1vGPU6smpXpDSYPD4rOXak6BkGTxwMtskp0Q9m4N51LUOENETaPrFerVmvB9o+E6OiEmhmC5rZhElVM60bNEPX9sQ0kGLCR6M+qhcrDuVI58QjvjK8M3i8wHq9tgHlZGLwE8WrpCxazebPPbaUOZniEzERUsiZ7B0pJxpf09RhwyoZO4yLTfryAh67y4uOOxfvmIui/mcv3N+N9Z1UWQ+2tqsgBHHgDHLQskYvvHHGkiEg0SwMvJ0gc7YoMsp8AShS8NFTO1LOTagTKl9R1xMrhoWOio7+khSVpmzgFpVIVogx0zQmhJk0E3Z2tkypqME2ai88enyf/Rs3mdYzKu/QGLkym/PzP/sTrNo1MXqOjo559OAR7aon5ciQonHGMf8eUcezZwfsXZniBVMkqlmvJh2I2XF6fsbv//4fMPRWhL0AufzMXsjeMVnMmS5m4GAYN5ic8DoaZ5UGbMzZ1A7nKsg1CZhOGo6Pjpk0E65dv0IuzQg5GIyEltdckFwbjdKV7XfDKWcTsu0VUGP4BF/MxMqBZwMVbGryhUzf7r5xU37Rz+bD10uhnEyqnK06lMS0Cig1XjLeF99mHZ+1cZFRNoUipp6+W4I6UqoI0exOvS+8cGdy7L63oIS2bxnz7UZrduekuBKWTuhSZFkWiqeHbPjMIdRMZxUnp6c0TWO885wQZ+rFLq+oq5qmskzIYb2ickLjlO3GEf2UmGFe7zPbvkG1vUt/ek7fdsQYOTk+IVSQ0gkxD8TYF6rkgOiAavGV6AaWbc+yG1i2iXUvZJkx2VmwfW2PH/ypnyJH5eHzByxzy+rgmOn2BD06o1929G3Luu0Q52iCY1LVhVIm+JzxQZCUIAkuVKSY6PqeqqoJXi3nryje7D0xb5WUe2LMpXO3M0wsN44TISRhPmuoKn+Jt/ri8fCis2azyLXABbnAXpTN1QzLX95LVTlvzWJ1MauY1L7Q6C7YJJv5C7YZZgR1A0hGfE+O0K48kybTTAXVCFnxBTbIKgzDwLJtDUYV2yCqqsYNA64Eklx43l/6+ZwJm8RFhpTLyRI0CXVTUdcJYVQ3BobUMZkG6iA4jejgcVohGtmaVFRV5GzZs1yecrpasf/qHbZ3d0iaqOqKJ48fcnp0RBwijw+esL+/zZWdHRwOco1zSswDq1XPF3/vizx6/BDvZ3TDQE4OlUA9XTDfnfPDP/45Do4PefjoPuerU5t1iSdgkh2XB5yowRVabdJ6NHkzgHOF7UTg6PCQrZ0ZTTMpQBWoCiIRS3cuWLUOeJRExHzGSwNR4F7IxJi5tndjk6ELpURfKtgoZkGgdsLKhRhh6/vjLY9fjsKdleNVTySz3RieXAWhzpbs4TDRidMxky6XItGT4prcr8lJyEMgh2K64x3Om+ghkxm6nna5pO860lAoddmEB5oikg2X0lLAR/e8cQ8cAUQlm/PpYNFMdkwS+iHRNIALhKphMZ9ROZs0k3rWJyvads2zgyOWneAm2+ze2Obq7e/jB37gh/h/v/x7XJtvobFlb0hsz3Z5+LtfZOZahBNS7HBTx+LqPnOpiA++Rjc8JuUV6JT9W29wuFzhJw3VJLC4tsfeJ+7w3vEzpjuv87nXXuW3fuef89M/9hP8P7/xTxi+dkByDgkV63XH0Wkk+JZ5UzFtauraxBdNLXitGLoOP5nYq5EHk2Q7hxAKTp7oh8gwKH0XGaKB29Y5ZtyoABSL0dreXlBVljh/cV1M8y9qtkU4j7a0MaWNoMgz8oi/4xj3d/RSxdKaCnzngoU+C6FAIjACz5uOSzOSs43rnCMqpD5zfnxOTspkXgQ0miFXKInz8xPOl6cYS8QKjVn/2ID6EhW/dN1luxgXuJjSVVWN0potks841rlg8kLqoQ4zqrFh0USKHThhiJmvvvMBX33vq5yvMrfe/CQ//e//DdMciMM7T7dscVH54u98gbNnDzhZA9Wana0p3ll3vF4l3n77HR4+OMD7mnoyx02AEAjTOZ3C4pUbfOqv/Wv84Zf+iE/+tR/mnfe+SkqZ7ckWv/0bv0XCUaWAxkjsDT+vK8+0mRFCb++NNBZqopHVMvPsySm3X50SQrFyKPa7dijJNmCPPZojSFXq0dhFW2K9A+KQuLl/k3F9XzB4Rqhk/Ce20A0JsHCSXP576TtuJyY9T0kZshXUlIrznLB5CuZ6WtwK1MymZEjQD4atxp44mNBBndGhXDGm6QfrzGPbklI0ybidu+0Nytle2EtDUWDjqCe5OOdl46iGKjCfb9O2JghQJ0iYUEtmezGlcpl+dcawOmN9vuTp0TlPnneE6RavvHobcYmYzmiuVLwnjzj1A9f2r3F09JDT94+4eX2X+Y3rnDx/Rj+c8cqNG8Tlkv3bOzhf8eyxcB6FM9niB37ix1GZcCNlHt6/Tz90PPz6Pd75H3+F/R/8Pv71n/lJ+p2a7Tu3OI+Zr797TPfwEGJkUldM64ZmOqHrEmddTx+VaVLUe3zINA40J+LQMUjFURzYmQvTukZcNKx8SAyxZxiUYehI0UIWxFvwcRaHVwXvySkZP7jQ+V6kRl38eYSrDLLKF3mWefSUidY15Y9b4v//XwajgWRPH5UhD9TUdnocj+VQ2CIj/GGGYE4T3q3MsRJH7htODjrODiuayYTZZIbzLVETzw+e0LYro7eiiORNBygy2sey+X5jn69QAn0dKdlMxzsPCOu2pWuFSW0bNdnTd4nKbyMxGtySIlHXfPUr7/OF3/0qV2/e4a1PfI5nx6fUW7uEyR6rrjXfdoQnj4947cYt3nr9k/ze80OOO+jOz2l2pjRO6dqOp4dHPHj0BKXi1u1X+OSnP8vh6QkHx895/Ow5fZ94/717/MN/+Kv89M/9G9x5/TaLvR1OT8949vAZfRZcdjgJ+DCz55c6zruWs+Ux21sN81mzacgqFxDJHJ8co+LYvbJga7sGDWZmVrjhipCimquyvzxcBMSX07y5eW4tppuTocjlNV2Kt47sInt85K5ncjEu/XNg3N+NyzvYmXqm2VEFRx3M6QzKjiQgKob3cTFAdGQqhSoraYh2zBApfGxMRKOg4mhTT9+2pFjoDrlgU5mCfY83DVzgS3bzJCe2skeFVcoggR/67Gd58sHb/PG7H3C+XHHj1m1ubE+4ujVnnSP9asnRs0MePTnm/sGa7//UZ3jjrde4//gBf/yVe5wMNe8Pv8F61/GZT32W3/xnv0Fen3DyzhEHb7/H1Ff06xX37n8JeWubufd88WtfYoiwaiNx2dOtE5//7c/jQ6CezFkv1xwdH9F1PdWs5vzgiHd/90vc/NSbnByt+Kq8Q3eifP3RCZISwcNsGtiaNsymU6qmRhTq6YSbd+/y/PCYtB7wkri9f52vfP2QPgkPD1ZszWcsprWJb1QZ+kQ7JNo+MnR2XJdUOj03mtZD3UzY3Z0XAc7FLqmbCf3Y44zp8SOWHRn9v0f/Cy0y+pf5EhEmlSOrhXgEZyvMeuJLN3SpA2NP5nF4FTQJOY0xAj0BIQ6OVbukd0vqiZKdcPT8kJwiLlCGbBYxkEv3Trh0VL+El1wANaWYiBCK0KwfIo+fHdBGz3p1zGKyw6w2hhGFb96ngV//p/+SdSf8zV/+d5huT7n38IiTx0949s5jFr93nZ29PXLOHB0c8odf+H2qAfygBEmcn60Yhkfcvr7NV772DkcHz6hcw529azxxZxyfnvP5L3yRVdexXJ2wXrX40JBQvvYHX+L0+IjdqzvcvvMqy1XLg3sPWZ13rLoIQ2RST5nOanDg6hoJsG5nzOdzZvOKnAaCUybzhlWrHJwdc+/ZI+aLKftXr3N9b9dCFDSTSKyHFTH3pR6MQcnjcB0LuJjMmE8t2m0DcMuHoBK5NJgs/3j0SxqL+UddL0XhFmBaBxqFEBxNJdRBio+zFe1yVrHnb2vGPDa8mR1pKv2ZKgmTXafieUDOEAfzxoDCqlArwGYNUYj2ZepfvFJw1jU6pPinGHySFNqh4/TkiHv3HnLv+i4/9rlPs7e3zax2EAfS0HG2anlydM6D5y039q/Srg/5tV9/h5NO6GXKs8ND2uodeoU/+id/gLYt+3vbpPOe9vkRN6/tcffuG8yfb3P6/JiwWLCYLPDFmVBS5OD4mGfPV+QwJaXH5MoxkPEZVqdL5FTY9wt2Dga+9sdf4/DpqanLJYBz+Drg64rHh6cEd8Z00jCf1IQgPHvwkDo4qqpCNHH45CHnp0t6zL2w7TJHzhEc+GBhDkmFdTcQBzspCabG81WAGFHNLOZ7NE2A0fBnPGpi77FdxWaTi8VtjAwLvDBKHMXa9WUv3BRlqSdUgcanQq20n3tESsa/FDY3TsUCbnOANOZ0mlGTdx11MFvSPAQixuYxR0299CsXrebINrmYSYzFe7Tdta5RNowG5xxd7Pntz/9LfvGXfo7p7AqBqZlLpaVlPWrPr/6jf0zWHX7+F36J5yeP+T9+7f/ieJU5XimdCO1v/gu6IbJu1+SYmPmGCTUz3/Dqrev81R/9Ef7xr/3PHD16zHYVePWtN9AEQ+eJqrz7pbcZ8jF9BnUmMFJNxDQwLDPvf+Udjne2eHLvEe9+/X0W822moUbE4ULA6RbL8xMyS+qwhRdFUs+yE65P96mrGU6iwXjScni+JEym9Mnz/sP7PDt4zN7eFeazLbphzfHZqcFGORXO/fg+G/snJWV75zqTqdltSOGXv+ATPr7gOp6CLmBCUePZf1gWdPl6KQo3IoQgeDG2Rx0wuTXjYrJn6qB0JLYUBYd3juADGuzJjscxJ9YtKzbtrXLAe3POMxXkxv3XaEaMU9/yTUTKTFQoSnwbJmxmYsqz+x9w58oEN6x4+O5XycdzqsYW/tnpioPnS86Wma3dHR4fnXDvD59z5+6b/M1f/rf5ypP3uf/r/4z3v/w2YbbgymSLdnXO1Tu3OOsS6+Uxj7Rj7/Zt3n7nHbpd2P/MHteuzenajvU62sbmA6u+ZTU4iD2TeYPMa1K35pU7rxBXHVXqOXz8mOvTCX47kzpl1Z4TgrCoA7VktA50MRdkQsj9QH9+xmTWMK0cODUjresTnhyvOTnv8en/o+7NYi3JsvO8b+8dw5nunPNQU1ZXVdfU1ZwpkxZlwxY1AIZhP9gw4Acblh9s+MVP8osFCHq0/WDAAmRI0JNkCJIgkQZlQbRBtGg2STd7rrG7Kquycs688xkiYg/LD2tHnJvVzeoWuymno3Cz8t578gwRO9Ze61//+v8aYyyN2vzkpq6hLiwF6svXhkTAoLIO6qFZ1456VOUgJWtAO5//J6GS9S+scVmJ0SKErEYo6t/5FB8GoXKq5lgUlgKjuLzorMEa5x/IfHkM3eKM5tnYhJJLHClVWbY3KBySLMkIla0ojG6Iqo2dK0bRPszZNLuvXId9U/JGm1kPktknpSs5PVpyenzKhb0NiuRJ7QKSxzrHd77zCVV9gdfe+EV+/2tf4+tf/zq/9mv/LtdvPM/f+8f/BLMMrB4uqauC2CZGVYWLUBJUE98Idx4/4Nbde7yxuMbL11x2HTsAACAASURBVG9QWqFZrfAxcv78JtO64nAhWFMSjM4odL6hHpW8cOUq85MTYkgUq8gkOKpWMKHDSsSKZ1R7krV00Q3OOaH1GCzjKmX3GgcmMd7boCgcn9x9TBTLxnQK1nBy2nBw1NGFlqY1ILr2NXDk9WpEaZ8OZtOpykoDyJnhnp5okS95D4/1rJJ+9O9HmYQ8FYFbRPJ4rqVyVoO46xUCZY0F9VSpvlzONDSkR0O1kXWWkdCPE2NUwL3P2q0tdPLSGoSAMUF/n3fDvlnQ4+wDd5g1gd4YwYTE2+98j5vfG/PspU0unJuwtTFluVzx6PEpy0XipDni4bzDYBm5jpN7H3C+rri+s0McBfZ2z1MbCJ0lHT3i6t4OW9MZOIeXxPz4mOdff4nnrl+gKAwHnVd9bAwboxriki40lEXBVlExqcZMr+zooqmUljSxJefPb3LjWsXqdMnR/mN88JBZBtNqyqrzGFcwrhwb44rJuGI0LrFFv9klxoXh+t6Yaek4PlrhAyxSoqim9P6UMZsxWAOVhZX3hE4bXiE6bKEj8j2n9ewaXXNZz36vGKHkRjUGUjJ58EKt1p7qw5C107PLYxZTSkZyA/cH33/PFCGppKnO6kgOAiknG5XS08j3S3bIwWaoxep0b+z1u/qTmsv2TB/PP8ua6fRiV3p9Slfx4Qd3+Jv/89/m2uVt3vjCDa5eOI/vOj78+DYPHp5y4coz/N4ffIVPPr3LpYtXOb+3w7SuuH71Irc++ZQr57bU6UhmtE1LDFH1wdvApYuXufnpJ2xv77C3s83GeIzEloPFEcbMGNWWSxf22H//IaaqMBEqV/DKSy9y6dJ5mtUpi8IRVgGi4+LzLyPAqpmTYouYluA7pRCbAkmJGIXJ2PLcM7uMaqGQiEsGksMhXNmdcG7nWe7ceczByVwbw2IJsQSb8F5tCpXHoBVOlDzFC0hKjMdTdDgq0OuuD0e/tvtq8szvDOpa9Jkf/8DxVARuBJ06dEpXclnadSgdBgifjOkn5IkufP+oM481yqfstRyGcdSMIVqTtSOMbhrW2qG0X4vzZ2aJUabLepQYEpF6VLM8bRmNCsZFhY8FxWiLcjolzhuWi5YQLFVZcnm7ZFxYirDi4Ye3KMuClzfGsFdTVRXJC96OQYRaEuJXzKbnOD6+z3OXZrz84vPMxhVNswCJmb7oGI1qLu3NmD84YblY0Thha1Rm6qBBOk/bthjfIG1NNEIIgakLWl5bQfWHLNV0RFmWTMYF46pkXJUUhSFKIHqFmVyt1c50MgJT4KOwYQ1J1ILs8KTh6GSFAaIkaqcmzSF6Usqj9THmMeAni8Enh2+Goe5hgefCSxt9KBspSviJeNz/Wg7RpKLgLMWrV46LA6rvcuWnnzoRTST10wMmp2l9sxGHTQVIibFqxBui6p7nmWGsKSiMpTkTKPqysudy65GDvQgOFQYTp65OzqgZiUjJ4UHDRx8/oio2aFYLDg6PmW1O8X5OYQLXL12kLkve+cYfUY8m7LmS5958k1FdIgInixUnB4d0y5ZUFMRoeO76M/zhH/4Lnr96iWsXr2NTo0S8DlwZcSLcePYa3/voAZ2of+bO7iYvPHsFkwLtYWR5uIIIk9pR0Kkcre3w0ZOiVtnGOEQcp4sVo7ri9deusbVpMaKOTdGAViqCRIul4NqlLfZ2t/ARQgSRgi51vPPBPcRmIxKxahQsAQRCp4E7dRYrojGGz55/hqSl//4s40QQfkTC/ZQEbhhGqRUCWi+qvmjWQRqFR4ygus5Jx2FVPjQ3qpKcybrJ2fI6cxtKRStYq04aMdtKadDOlUzGaQpBvab7LCXLPYrolOfGhQu8/txFLm9PGE8KtremzGZT5lcvMtv6lP2D03zhE6VR55npZKTqZStYNg1hscKYgrEDV1cUlW4SuxeuYg+/ywtvvcpzzz5Lt9wHDMY6iqJmNDYsu8CV3Q1ihPuHc8bjUv02XWI626Aw2vX3batDO1E9N7VSyRuRc4xKRz2uGI0rxqOS0hUUVmmRhTHK702RrmnxIthyRFkUjMYq0tPDJCElTpYrYhRMsoQYkZioKse5Wc3u5hi7WnLzg3f54ptvUhT1ZwJ2XxNpZrnurotmhf1vjMIDUbvLf8qr8yc99F1Lf2PmIRq9cfW9J4OybrIAjEF03JvYp8tI9kzU73KQYb3Gk3jW0wkJjPLme957D60Of/ZSEnlcuzcdSKAWaAKldVy6fIlf//Vf5crFTc7tblG7GonC9z74gD/6xte59+AhbetBLEszh61ttrc2mYxrChdIoaFddMiyJTbHTDYnVJMJ26bi2pVdJtbz1ptfzHTRFmsmiFgktTjj2N4Y89orz/PVb71HtIbzF55nPHaEZcv5vQmT6hwP7j/k5PgBMQVCSKRYgFS4VBMl0tHg6Zhtjnj9tZfY3qgwyeeAnvK51YExSflMiaN2OqQHBc44TDnh3s6C/dMTTT5MA2kM3iIhUgAbmwVH+/e4d/sO15+5kq+5nt9hpRsYfDV7iY7cY+iD9+cdT0XgttZkcSirlmUoY6Qf4IX1zSwZEzVZq4IBvzubo0FvKCpn4JH+sRahMGS6oOKlfSOMKIg1AyyTyFBOUtgk9mh4xsA3phNeev4CWzNHWZWMRzVFWVEWO3xxVLNarfBtoouB0KU8pu5ZzZeUFp0UHTkmoxEbWxuYLG9rnOXys9dIx2/zpTe/RDWq6JaJGD0heoKoxdlkPKYoAs9cOsfWzg7Rt0xrQ1lHRiwZ1VOcG8H2GNAg3nWeECMpCGKU2miLgnJUUlalTnzlsr7fRGuJyuvFEaJBrGNlBGOVk9xrDxdWcEYIqHPPRl0xqQt2pyOuXNjGGMPp40N+97f+Jb5t+PIv/hnULVwXbo+3DlfS/CAGrv/P/G56rPgpPoyaOq+9N2HA5PoHiBk+5tCqzTQ0ydog0ufmKWtck4ecULPpKGkNJ+Y1X7h+o0hnXm+dxBgcg+CVsYhJg9Z7igbjEr/yb/wMX37rdRxBrdfEITbx2utv8NIrL4EVCldhjWM+X3Dn9m0+eO89TuaP8c0CwTOeTPnSl17lmRsvIHXF8cmS+Sry8Ufv8PLzL3D14kUVaRPPYrEgGoMznVoLEvjCC9c4Xq74/q1PuHx+m4KOamRxVtjeHHP18heI3tG1gaZZ0XYtXetpmlPKsmA0nVHUY8oqq4ZKtm8WBjKC6j8p30dXv9Nz0nfDklbudVmRQsBah0hFaJdsViUXLmwyHW+Q7Ir50QP+4T/4+/ylv/wXefGlL4BTSQmTIan1iv5RIfqHH09F4DaGHLhNdq/olyg5+7DKDtEfDJi2STk7EZ3ik36YIeYsG9GBp/5FrLpjCC5bnym3uB+06Tu8Wlr1/w56h451galqe85a9jZGbE5LnItMxmOqkY7sSrBUtcGaAqkSIRlitASZEkIgtDNizNKVKeFwWKOhCOcoJzuMq4br15/n4pWLdIsDUgiErssGrlCOCkopEQMTB9PtbZYnx5jYUZdQuYRNK6yNVBSYooTKMRn1bjZrSMhYgy1LbGVU9N/2kriqwdC1HcYkSqubq3VlHu7I2uVRR6XJYj9WEtuzMRd3Z2xOamZVibPwaP+Y5XzJpCr5zu9/k+deeIndCxdQo9f+GqfhS3ps1vR5a8a284+jRJXWfIqPXvHPsj7jZ2o/+k/Wl3tGel5Jn8RAP2NJrgp7yBCbhueKg/AWeg2spSiURz9oZfQvORxrqFF5yH5gclksdZG48fwlTKa/CWp4YAwkOpyNyjVPSg7YHJVsvPAcL1y/zGq1xBAZTypsXaq0QlKlvWJ7i61zNb/xD/8JP/fam3rv5016sTzB2gJMyOchMK5qLp/f4nS+QWkiloizEYnZizN5IFGVQlFaptk1B7Y0GCeXq5RuvfbtmZORY4r+oYGb3lQCOzR3Jc98BO8REzGx4oVnrrBReUpxmBR5+OiA0bSi9ZHf+e1/zvXrV6mmE6UUyxnefv/nQIP9DI/kc+CSpyRwG4pSmyL9yTNn3UFEM8OeLyno0IXJPoaQzUONJWZuZMqNyz6Y64JVPZFh8T+xis8Esvx4Y3u8WzFu53qHEL2QF7Y2eevlK9S14DsQLM6Vimm6jqqscQakMLgYSFEtqaQ2xFFBDJEYuqxX0Q9NFLjxDqPtczSHt3nptS8SY0uzPM3ejbqUC6twR11klxEJOGvZvvIsi5PHkFYUqAKgdRYjCSs6uuusVUzT2WG837pCjYwLhy1KnTZNHTFA9C1GYlZTNGBKYoKyUFEdTIFPqsGszV7F4DcnJZPKUdpsHTdvsK5gPBoxLhwsArdvfp+dC3usEd6+t/FE+q1H9sXU80S+zhEbn/KMGx0yG5gCww0pZ8rj/Ksh69akRDVhCkTIQ9gAReauSw8o0Yv5xz4REbQZak3WkJH+WZ8s1/tK1lhUxlEUIhMHSfj5n32Dyxd2Ubf2rGdjUJobHuNU2S8RsxaIJj2lLShHmxrcTEBSICQBHNao8NX9O/fYmIzZvnAOY04wwVIwJbZz9Uo1DkuR6XSR0+MDZtOaqrCQh1W0EglARw4cSDKKPUmFDr6TG6952Mu4vAEZxLQoGKoVdd9slJ5jfSYOrRlQorMfoeP6pQml8XRNIKYxR8f32ZjVOOMpTM384IQHd+/yzEsvPpFlP3nkLTzDs58bsYcV8BQcBlSYxfbl4ro87ku/vpnTi0YJytl+gjqWUKbJwJU0GNGhHM1b1M3ZSS/Xblh39FUroDddGTaRIQMi78q5vMKwaVYs793E7bxIOalU28NYjBWKUY0x2X0+JsXe2jiM2fuk/E5TOBDRdpNzuKJApOPw1gdcvHCBMN+nCxHfzJUKZzTYFqUleXBE6qokpEToTvBWqEcF1s70JiwKysphjdImSeoobiRpud1bajnNol1RYooSG1p8SBA0q5G+0eLUpTzk65QQSBGJMWtjB5BAUTidtouBtvWs5ivKyrG3swHTCWm5ZGQt+/fuqQv22YGroV3HcG0FNdpVdlC/iWu1Ep52Hjdr6umAc/+Qx6yDqm5IkjFnI5ooOHolywI1vY1DgqOFSd4IRLPuoii06Z5kPZuQezUyvKIZvjc4kiQsCZugtoU2taPHlS5XRJGew3XW6dwMnPuklFuTWV4mkrLmSoEyZYKJ3Hz/Q37zn/4f/If/yX9AcEsK8RRS49Imqd3XStrmCsuWGLFsbW9y6927eB8YjyuSycbD9Prd60plkGa1Xs9oynx4Ua41VvQcmqAxIPcXBN2/9CrolqTnSXWSxOiEdcpJyqgY4duWqkzcf3Sbvb0ZVTmhoEW8UDp4/713efblL9BzuIdpyUGvJr9aT/HpF8LnFJJPReCGfGpyYNYPkJBeAtPkm9esg3YUWePP+Rn6xqIFCmMJJqnIel5IZsjGQZJoaUZexAZw+nd14slwiXGabeTse5hsSkLyK9qTAEkx+qoqsNml3gZHWQviW4wJhGCwzpAcBC+IdEj0WDE6KCRBXdF9h+8C08mE8bhkdbKvI/mhQ0IkSM+UUU6wCttEfEws2oa2OdYhj7JCpxgSmApXWooedkh68zmnGJ6x2t8zFiR5YqPiXSn4zHs1JOfAWowYQvRgKxCj5bmE4SpK0kbspFRVweA7Fk1H7Dq2Nne0qRQMvtGNykTRF3e9iUUPj+Svs6CCNbna0UwUIQ9SPd1QCZzJ1obmov70s2MW/b07EE8NZAWo4UYeAC7D0Oi09kxyIQpxlVWFyYEbsfTc7AzerMffpc8pbTa3VRgyxsBifkzbNMq7B8Q4TDb6RSqFVCTprIOgVVPG1C0RkYi3gc4mnFicKTl4tM8/+43f5M//hX+H0dRgRJlSytRQ+FDt//o8Vz/7xfPneef9D7hz+zZbr72s7BcETMxVnqgYVM6azTDElTf5LHhmcgNYIc9EX2b3CWLWyxgCdx+8VWFRP2iMnvFkgiCk5DnaX0EKTKoxNpVYEwhpSVmNWc1XSppwZp2T5oGQ9fbZX9NMAzVPFGI/cDw1gVswg1oa9JztLMV4pr47k18rFJISIeqOuWZ8aNmjGbKWZ8aoga0dqh3J2ef6xrHY4SbQQK7ZJWTnedZZk5jEMlgYTVBxGIu1JYUr1RbNoE7nGLAJYzyIJyZD6iIFpY71u5IggaFctZbppKauRsQQkOAxKRI7T9t5go+DqapBKOoKsYEyCGnlabtEUSRKF6nLmsJVlNUY4yyFczhjSD7S+U6BiZxtCYJEj/eJ1WlLShE7ynTJ3IiNMUC0YEst0WNUw4Q8hBCjluQq0QkxBLz3xK5lY2PM1saI0qkbUQqJwqlDi67TJy4wQ6O55y7niVbE5l5AxoCTNo6f+kMy9NZ/M/zQaBZ45hz0VWRIKjpkbS/qT57m1cA4BBR1qFS/yJxtJ0lZxCsnN4ZMZ83ncci0dVCnP7dJEqawKtoWI7a0apem70CDoSkxKQ+X4Egom8WSsCYheAQPJoCx2OQoMQRRV5/vfOddXnr9NS5fu4pJK6zJDBl3SqAjlQ0SNkCqvCE5nIWycLz8hRf5+NNbeB9wOXpJ3jgQh0lW14N4oFUpWinoYTcxurEov1o9I9eTu33l0TcorW4KIgysDyQ7vaveTueFQhLNaeL569sUqcMZQxcSUSzTQpv9KcpgN3p2UfQb91qT3gwDgZ93/DhGCn8H+MvAQxF5Pf/srwH/BfAoP+y/E5Hfyr/7q8B/jvaP/hsR+ec/6jV0SUR6fxDtmEvWAGZQ7AMVSA/CGi4xWlaaLA7Vq571WheWPAYvOhgCObAno/pSWUaxT/MsPc6oFJ7Br3YQONLmBESWEajGmq2Sd81ksUWFKQqdbBMDeDAGZwuCLyhMSahBomYZPga96ZJQjmuw0C1bqrLSTNRGYrAEDCkGSJEYE5JChoXU/68oC5qV5/BgRXEOxuMp9WRKVY5wxUhNUZOnKAPOl8Tea9A6dePxnsJAXVlCNLiqwFqDT5HUelLIVVCpnJ8kEFLI9CnV57YZhrLG0jQrUheYTCo2pyMKERWf92qpVpeOoq6yM8lnKkMBIzHDSE8uakHFg4xYbNLq62k/kulz2nXm3NP4+swh5CarkZR7NdmywoJYFS9CDGK8UiF7OCDlKhGX13gW+LLqpBRTQJO8nEkOVMTcbBcVsxI8URK2UHgwOsFYVewzKeGczQa7fV3bV0mCEVX/62EtdX0viZm1YqOyxz549yO+/Udv86v/9p8jdQV1MSZRgFsqK8YmvAkY0ykTBx1GsbaksHD54lXu3r3PnVsfc+PGDXwwGGodRBIVeYKWvppReVRl0KtWjpopaAbusFLrtSAq9ILPl0eddpIJZ6pAi+AYO5V8sFLQtlohF9WMyWhEDB4rjtQBDpIDUygUGVFz7R7L7le9DJRPm6GcHx26P1/0VY+/C/z6D/n5/yQib+WvPmi/CvxHwGv53/wvph/g/xHHWXW4/q2pJsVQO+ZFi672LKCfsuFhSik3+5TTTf4aGpVKO6Hnavch/sn/GMrGlF+2D/q9SmAvSGXEknCMRtMc+KHHMZwtMotAkBQwzlHWI4q6pqgrinpMNaopxyOqesxoNKModQEF7wmNVwrTaMp4+zKT3WdJ5Qg32sDVM3VODxHfRdrGa/ZpDRuzEdubI0Lb8ejxAt8Fog8khLIuGE0mVKMpRTWhHNWUVTV4EhZOIaUUo06wTkqqqqBwjsL0nnq6MalQV75Sfd0f1WXISE8NTDRNx6PHRyyPF8SuzSqCgXa1Um6sg9nWFtizS2SNkwzZqSTO5qr9ptz3QX4SrRJjzN8xxjw0xnz3zM/+mjHmjjHmm/nrL5753V81xnzfGPO+MebP/3ivsqappuH9r1kiet5gXUErLBj7VWlFNbMHaMNgksOkCpI2+pRvX+TzwVClpKBBYf2K6/p7DXnnHNOonrqqAxqctezuXaR0xRrqGQLO+gqp67zDSAGiARupEBlBGillLjh8m7j50cdcu3ad3d0d1cCxNdZsYmSKlQ2s2cQVM+39OCHZRLIBMYKzjqooeP3VL/Le2+/SLjsdMhPUHQj1jc3WwEQKEiUijuFdSz/1XGEYY6j0/WbiIRmXF5Q1otenr4byNKnR2YXUJVbLFfP5KdGsNIGTGjB0XcNoVND4ju3d3XyiM9xr1qv47HpfXxG7xrv/mONHBm4R+Qpw8KMel49/D/jfRKQVkZuoxdMv/Dj/sDc2kDOZtmZd60WvWTjD4/rA3P97zcK17Oozb8iPSf0F7n0T850iZ26lXE4O/88ZHp+56D0i5VxBWVe6UDwQhcJaUvRIUgElW00oRzPKakThKoqiwpUV1pVgKxIlMSbatmWxPGUxP8Fay2i6QdstaJsjEI9zNdVkm/HmBcQUhBiIwdN2LW2n5hGT8ZjJdMR0OuLwZMHx6ZJ2uSI0K7p2QfSr3KycYMsRzlVYm5kyxmBcFtgiY22xX0zKOimqAlyGqELCmF4KVzTTEUEsOvkqsGo8y2VD5wPtytO1nbrTNw0YSKOSi88++0Qwyad5CF59aO5lDiTXZ5L6zThnKn/y4+/yp5yY9JBPXyX2S2o4u0kDdq/FM1SNoiP9JjOZ9OQ7LCVOSlwssJmmiqBuK6LZcp8Zd61ODro8jNMP/w6nfFj4DKwXiz7eWcv21hbG9hBkj7smzMC5dUANpgZKBIUmJJv+Ig5SRUjC/HTJ3Qf3eeal5xjPxsSio7OdZrpphAm72O484+KiMk9cwNuO4ALReLCGunTsbW/z8o1X+PTjW2jPIxHpCGlFMokgjmhKonFD9S29+w1uMP8QtB+gQVvfOxSaK0gAmiG+DJUJHhFL6RwpJLpuBRJJskSlMyxJPN4Hyspgq5IXX36pd1ikX8saddbJx3ql9Gyhz68ifxKM+782xvynwNeA/1ZEDoGrwO+feczt/LPPP4b3aM/cwjKc3EFjZOB39xk3mnXncVPJaYsO03l81OAZSUQfiNErHgYgSqOyovraqX8+q7n+Wb7tkGFk3LpvUOiF7/dLhU9iSriQSDbhXI2zhS4ukzSLiDrCDKU6+ARPs1qwmB+xWp4yms3YdomuO+H05CF+1TCabhFDYtUGmjaxXM2Zz+esVoE2JupJYnMyUWMJAVcUdK3n4PCUcVli8GA8+IhMIq6c4ooaIWFCUlU5aykKpzCQKM4Vc7BRrM9hS3RoJ2OoVjTTD3lV9tZaMQRwDmJQrewUMzwVicHQNStSZdm9epHdC+fXmduwFCR33HtILOfYuWpCQva3VCML8xPocYvIV4wxz/2YDx8SE+CmMaZPTL76+f9sHSU/23D6Ye/cYJAoagLiE1a9XFQIyZo8s9APHsmZgJB/lhOeFBNd1+nmYDI10HBG0mH9+pqlm7yRg2G9H2nQzsFdBETvK2PWwVAfZwY4Id+5mFwP2cLxzT/6Og8ePuDcxT2QRBJPkxKFCZTWUKTY+7wzsiOCCNEZPKLywP2GLpFnn3meb3zr61zJwzZVXWBdSYiCocwpVwEodGeGO9muP5VReITMVjJUistL1HuDgKUEsZlyaTCop2zpeirsCo1bk9xDUAZO07X4NOG5L7zIzt45Pee5KTo0nM8Gl2En1ziiidAfv6L+pIH7bwJ/PV/Tvw78D8B/9q/yBMaYvwL8FYBLly4NTcKePaIIGth+oqzPvs5QnlJ2wgkpYqIG4BgDnQ90PhJCHNgny+hZxoQ3KlKDHa2HybI+d0+nkqHr3B8yVABWFEtMFp3mcQWgpSUGiBGxAYz684mAKTKNSxLBd8QoeSw3cnJ0wMP7d3BEmtWSIEJdGe5+eptvv3OT3b093nz1Bs7A6eEpx6dLTpcth8crDuct949OOG08W6OaK+e2mG3U+DZxcnzCbFyz3Gjo2kTXdoRZZJQ8o6ngqpH6/wmKtfvAMPRiNYsR0QYZqAWc5AEClcDVgOGsqiemDC/54InBI4WhcNn1PWZ8HKVchugpJxVXX3hOx5zzOe4Xan/mJWdGJt+sSTwmKvwUg0diGMr3P4XjJ0pMzq7vK5cvDxj9OmtdHz0stw6iWioX4hCvAasfDOtli0OKBNvryBe03nO6OCWloNOsCMaoJ6s5m2n3QWygpmXIsKdkyZkQ1zf7+4wcQLLy4EBwzHMRGaBIRiuhnihgjNC0DQdHD/nd3/2XuKrUhnhIHB49Zhk8e+d3cFbXwXLZEqPPDKaa1icenxzhVx2zYpOd7RnkZnk1KiF52sWCDz+4y4svvUxV1QgdZPMyZTyFoRLvv7KogD7WqOSuRtSCvuYBXYMmN3f1nCVWXZfPgEVMCabRalwqvedNhMIjdsRLr76OLUsVXpP+tTmDMz6xEoaq8nOjNn/CwC0iD/q/G2P+V+B/z9/eAa6feei1/LMf9hx/C/hbAF/84qvS42z6SwZsO5n1pmRlXUD0pWcXE6tlS9c2NK2naVuW3YpV62l8l0n/ggciFgrHdDTBzoTaWqxb3zW60HrckXUZicmLP998w01kmLeBvaTZhbJSlB3iBKwpNPM0KG86togkUojECG3T0jYLgm9pVku8j0ixIqXIe29/zAffe0TkgNUq8eor1zg56Tg8WrFoO27eP+bt79/m8emSsrDszaY0K8/O5piubVnMGx3+CQEPzMNSs7CcrVajKZIVGPvgHVMgGYgxEiRpgyqJCvNbLfFc1sp11hJSz9vV5zDG4ju9QUKIlJLUmgtIxlCUJT5EHdXf22Lv8qX18pT+ImjJZGT9d5HcQE4JQ6eZezZ/1gzsp84q+YkTk7Pr+43XXpdeiLhv0eRv9bH577pJ6Xm2WJwp1CDEBb0+IgRj6CSxCh3LrqVpV6yajof7Bzx4+BAvkRSFIhsqh+B1cMwp7VODUA8imh56zevd0vMRey3ro+NjhGvK8HM91psnW3OmikiuOPUu6x2NjFV1vBBWfPc73+bBg/tsbu/wvfe+RzNf8c1vf43TZeCZZBIkNAAAIABJREFUa1f5c//mL3Nhb0aipRg5jhctv///fIvf+8NvsVzNqQvLpJzwwrPX+ZmffYv79+8TQocxws7WFifHC95/+z1efeNV/bwYyH6ceqS86TC8Z/1ryNcLhUp6Fht90Nb1nUSnmotkmC9ONVCbhJEKI0vUMEGbtW2X2Dq3w3hzkwvXLqsK5BObteRNM5/8YUEkhJATnCHE/9DjTxS4jTGXReRe/vbfB/rGzm8Af88Y8z8CV4AvAH/4I5+PfrgiY9P5Js4K3GoxButhnJxF+5CYL5c8PNjn+PSU08WcRdMwXy1ZrBpWbUuXncaNMxhXUhUVO1vbylGOntlkgnXriU3y8/cVQJ/5D0WWye/XWKIIDw9OefbKjpaxYvBdxJiIdUKyEWsdoQvEZknwLV2rGXfTtsxPj1idHBNadXtPtmDiHFt7F3nhVcNk6xHbO7ucv3KF2M05Pn3M6aJjf7Hi8fGS3e1tnrt+mXPbMwprmZ+uOD1dIjZx+eo59nanTKYjiqJgtVyxWDY6HJd0YtONpljjdKot6JctXQ6a2uTJnRlSCBhX4MqClCf0IMMXxoCJgDIYUhK896QUKEuneulJm2Teq8Lbc6+8zHhj8zMrQbDZ/SOB3gx9eYxSvJQ2HonRk2LM8MBPVx3wp5GYfPY4Iy7wA1Vdn7tGcuIgBjFqs9B0nkYiXhLBJz755C4ffnSLuw8eMl8tVWgNQazDOUsxGTEdT0gidK3SRzGqc//EeZIsFSE9QLnOtPudxFrHzY8/5pd+4QuM6wonejcYIjoeP9ww+WdRB+BEcK7Ia8Ty4N4D/ugPvkEQeOGFl7hy6ToJ4fzVy4zLCYuTY5pF4O27H7C5ucXJvOE777zP7Xv7vPXG68zGG4xHBVVhOTo84v/6P3+H0bjkF3/550AcSeDixYv4zvPJzY958cYNkIg1Hh1bKkA80uuT0Gu69x9Whs8tw7Be/8n6wGpynl6y6hbKbkoZ0khljsWehHIU2mB49c3XGc/G+hxJBvbUek2Q13ZfberKl6FH8cevpx+HDvj3gV8DzhljbgP/PfBrxpi38lN/DPyX+h7kbWPMPwDeQedI/yv5sTQ3+6ZkhuZt32VPOTPQoJ7Ik5CAj4n5csH9/cfcvHuHBwf7HJ2esFitWK1Wmm2HvvmgyYSzjrKqOD45Uc2PtmNn26voOSbT2nJJb5JCIhlCSdldvCcwKHPCMl+1ml2IvnlnrbqyVDrCHX1H9B0ptviuVV5zFOYnx8wPD5kfH7Ocz0lYpttjds6dZ+/cOba2d7hy/Rrzk2PqOmCqCUVVcTw/oG07zm1OmE5HTCe6aJpVRzmyXN7eY7pRMS1LxlVFUViqcU1KsDg94eTkJBvCJmoBW4wUKhHtkKUUEAMpieo4G4MEDxgkqma56Xm9QZd4iJGQhOA1oBqjVYVDOa/GKL83dJ7lfMnO9Yu8+MZrZzDtnjGhN45J6xuJXGUppKuDT7GnuJncqPwpZ9w/7cRkeF44k1738IXgsoOb2FzVZQ2YJkSCMZw0wnvvfo9vffNtDvaPiVE1WpKRnKM59RISiPMF4/KYrdGIxWKF7EFMEaxOsa7hkr5DKQwJoeIiut5F4crjkxMWiwWTUT0kNHqvrqNKP+3aD7wM1E1juHP3Hr/1G/+MT2/e5ed+4Zf5C7/+l6jrMZ0LzNjFScvW+ZLUGRarU377t79KswpcvnyR1198GecMzqgFmBXP9uYmv/Bzv8R05iisRZLFFZaigqvPXOGdt9/j/v1HXL92lRhbLJNME1RIr4eDepCoD5R9SrzurPW0xrS+ZkaIHYTY6URq7CsPhV18SLS+JVWerd1LvPHWz2u4yJWnpFydmrMR+QxLJ0MpKUluoP4EGbeI/Mc/5Md/+3Me/zeAv/GjnveJfwP4jJ2aPKauG50u7oRgEiSbsJKIMbFcNTw83OfmnU/54PYtHh8esmoaQtAdX7W3+xRdE8JgOjofaFYaQFvv6SQixrAxGVOUJYO9UObbphwYem9D5RTnSsBAaL1O7g0YuejATNKbRKIlBk9sVvimoWv0dVfLE+aLE+bLBW0XmJ3bZWN7m829XVylwkBlbVmGwOHjBbPZiNn2hHN7M+TRMVUlTCYlXUw8OlnhEOq6JJo0rM3OJ2wboIjYUUURRjTLFYvFSjPqAMVIcIVVzYEoGhD78xYNUUQNf3FYK0TxWjMLgy52ElEX8xAVy0+CRDX1tUmyuUKk8xEvgTd/6ecYb2zkuLzO2s4ie2scsF9XKvEao15/EtqUFPmJxAH/dSQmOjyjmh49ft1/OKXvaoPMZkBFcoNq1XkO0wnf/so3+c4331ahM1MQaZDsnCOi8ra9RIMR8F3kOCz5/sefcOHyBYzxiHFgSpAuN/kMvTyVBrAAJqDTxSEr5TqqsSW2CZsM1kVMGik9MTf1VGKib+ipWQgyIsaOw+Nj/vE/+kd8cusuL77yEn/23/oViklJwCAOoniSsezfPyIeRapY8vzlqzS+YzQeY6RSzNwEgqh5CM6C042rMDpAk0g4V2Cpef7ZG3zw/ntsziybm1ONIVRYRjmf7QYSA5IQ06kJspC9HvO1EZtx+ohIhUGwEll4jxEPUhJNA6mjiZGpNXg5pQ2CKUb8/K/8Mm7sBj9UjRv9ENMTK7BP+oekNBe8n3s8FZOT2qjWphim94nUrDcJJKMLhKiZYNe2nMxPuXXvPu/fvMnd+w/pvM9PRj4JKkiU1jyU4Y8QIwdHx4SoGYtzBUVVsj0ZqzlryuBIj2+jQZp+XFk048bk4RTRnTeEgK1VVyL5gE2ZBx47ui4oWT8EmnbBqm3ouoAPCTeuqUc1Wzu7jKYzBFh2nk/vPeTOvX2qsuB0vsBm6GE0Lmmi0HlhkWGW1rfU7YiidviU2N2awrhg1bSMrGVUV/gkOh3uhVWjKmlj5xApgEBKCR/0ZhAMIWjzy2Vd7hgEU1liFDAFIYo60MREjAGvKTp966eqHBuzMaUxVGVN2zZsX7nAjVdfzVc+9YnMkF0bdELQJMs6JuYsSPoH5s10qCc/0+37V1p7f/qJCQxKFwhqJwZr+CSx7p9ATmRi4MOPP+Z3/u+v8NGdm9iUh0iSIC4PJYkMImu5LtG+hGi1ePPWLaYbE15//UVIWdODkry7DnCBoFXRmpCrFVjpaorSEkPKmDGcFf6y/U6xvulAdMQ+AV//2jf49NbH7O3u8KUvv8l0NlMM3oBIYNUsePvb3yUtV+y5PUbi2NvYZdmt6FKnm4Hr6GxDSC3gcHZMiJ52YdgyE+o64EpH9IIpYOvcDtdXN7hz+4jZS3tYJ6hcqBvojr2BBcNnhbMCZ0MGngCrkJDJTIbTZaPwTHZeCo1lNimYTqd0wTEaj5lsb/PKF19b88A/27/LlGQ5W+mcya7XPKo//ngqAjdkWF9EG5AmaYAZNIr1BrfGklJg1TYcnp5w5/5d7j14QNtpg8FghmGbYUHS53J69NBJjJHjk2OstUynM7Z3t6GoKMuC0LQ5eJMzk/Uo7IAGGhnWcAiRmGLWIQOMUc0HyEMnnrZZ4ruWtu1olkuWixUnJ3MWqxWbu9sU4xF2VLNoFizmC+bLhu99cpfFYsmkGiNdR9s0OBJtAldWzFvPyqtoVEwFx4uWsrPE7AK/vR3xXcDaBfVIndzbVcD6wGZQhTRXNlRmhCERMj49IEK5XEspYQvFSoPPzIEBThFtZsZI13liUkeRqiqoasNko6QuJ/gkBO958/VXmW5MB1hsuDrSUwDXwyhDYiTk96U6MUmUkdOHqx/FeX0qDtGY1/ugrm9Ug8nTcr28cAKWbcs3v/Mdbt27h3UVIirbqhnxZ3nrP7h5hRRxxvLdd97j/IVdzu9e0IxeSjSQeQx987hft+RGXA7shaGsKpq206zWWHrqYd9/6u3OlN2ilWqUlrbpePe777O7vcGFS+e58eINTDHGOK3ammbFu++8T+haRqXg01I/o0Q6G0gEkCJPghZgPTG1xBSwjOmC4eHDByRTsLVznt1zu1Rjj7PC7PyEg+ND5qvA1qzMpyYiKeRejIHeYSt/nmEFfZahFAusUyw7BMPDB/uQSkQ6AApXceHiLqUVMGOScTx34wUm0wnhMyJSPLFO16tgaHcYZU/JZ1bIDzuejsDdi7cQNQgEDQRrA02HKwuKwhFDYNk2HB8d8vjRQ7rGcxYnwvTA/tnQfWYDGKAQxXOPT454fHDIlStXiRJx1QgQuuUq747ZPWRg0PdNJtEsFKXAJQSsIREyRmt1iisEYrcihA7vO1btgsVizmq+YLFckaxFTMEqBO48ekwIngLDwfEpi7lnNQ/EcomEwOlpjzUaNiYVFY6QLMQGWxtWqGJZIQabLIt5QxLYPzzBuILpZIQx0HYd25XjmfPZSzJLv+pCSZqF4BCb7d1EffoEh+8ECkOyXjVHom6CRJ0u9TG76xQWk4QUhWACftVx4dIuL77yBdXsyN16yRlIj++cVQcclm5mjoio7EAKUSspIXPpnu7AfRZRfTIw6HqSrKtwlgFxOj/hw48/6ks9koCz+TzkzHAdENbPexZqCiKIj3x08zZ7uxcAsFSojofPJ98M0aM3KI5B5xusgboes1w1KpAm/X3a3wdnJCRylq7ZqeejD7/P/HjJxWuXeP2tL1NvlLhxxcHxnFu37vDowWOQFdO6wsYIJhBdS0eHFyElS+EqTDLYkChMgU3ZxkQiztRMqhHHqxXvv/8+4f3IeLbF3t5lLC37x8dw5zZvvPwCLgluGHbJzK8hPPaNyjWsuq4i8nlBh5iOj+acni70njAe30U2ZyB4fEwYKzRtwZtv/ZxSZ4He4Qh6GiZnYvjZtGO9xvW7zw7nPHk8FYFbUYiA7zqaZctq2bBsWmKMWGspbUExqhiPa0yMrBZzThdHzOenYKCuCgpb4oMfsm8ZgnUfw4cWAD0NR3K2/PjggJP5krYNyMRQliXBtjouLP3767vR/eK1WKt0uWUTdK4Gg8KvglVcR4dskidIhw8N3WpOs1yyaFa0MdJhOT2cM+4MnT9ke3PM1myKpeTZS5dZnS5VrKlp2ZzMqMeOZtUxnU2pW8/MOR53nspYRiizQMfJHUmEsjDsbE15eLRkdTzPmXFi3yZS1BKxqkrVSMkXQ1X4+mZtPmP5c4WYgRAHbZs5813KGbFuZkkihbXUVaUbgzPU45q965fYu3gxn9M+avfxoy/7++omV03Sl7MyNM36icl+/uxPgQ74Uz7U/7QPBtroPpsEKEZrjDaIJXY0yzmL+SnOGmJIlKVylmOMmjUblTI4S1RYVx5m+L+xBfcfHjBfrphWE+AMiyRroVhRl5eUsrtNzFCIsRSuZNm0mnFjc0DpdUB6brS2SLGRGDswHR999D2msymXrl3GW/jOu5/wcH/Bhzff49rVc2yNtqnsNmUHTjwkjxBxQSAqLm3imEiHIZBSTUiFVmrJ4iNYqZgUjr3NmsPlAaum5cObnxDinHE54ejmfbamGzx75cKZ/oIG0DXA03N6PoM8D6SfgJhEsxTu339ETF7ZMiZQ2ILZrABJOu+QOi5ducb23t5nrkQ/APTZQPzkaw71Y0o/pKp68nhqArdvFxyfnHB0cMz+wQEHR3O6Tjmok9GI6WzG1sYMQ2T/YJ/9/ces2patjRnnd7cYjQoWq4b7Dw84PV2tM48+oxv0LvqueN8xjpzMT7n38B47WzPKsmBaFkNJ/sSo8pnLoQwAdaRvfEcbI1UKFKZXBiT7X5qcMQpt1xAz+6LtPMeN59GyxUvJeJo4t71B51WQ3i9arLXMxmNWrSdFQ9ssWZy2lK7i9LjhcP+ANiSMLVX/2AbV5W6FLrRghVHpGE1r6soSkw5GpCSsvPD9R0fUpWFzOmarqrHGEHqJVCNEn7BVgc3ysV2ItF4FrwTd9FIMtJ3S9EJMeB80M/Ydk50NyrKiGhWURcmNV75APaoB1Ug3PQ6C4qVr6GOtFTOskGG8PfVXALIm9Wc9K5+2wyA6LGQhpoSPkeATMaS8hgqcc5TOYazgY8f+/mN824IIVy+e47nrNwhhxXvf+4CDQ49xeRN4gn3Qo6N2qCoRw3y+5ObHn/DFl16ClFlQSd+ZPolRg5H+n6RcqxpLWdVZ0jipIbQi8vlOStqTkmxonEJu5AdW7ZLp5ox7j474yjfe4fDohK3NHV555Qab44qJG+GCwYlqWwsVEsGmUU4adNI22U7VM0UFmJTlBYlIzAYIhTFM6hmpa4mlYIsNQihINvHd9z9kZ2vG5qhQuSuxpGxAODQic1hfx1HJcJFqoqcofHLrLvNFk7nwCik65xiXeyAd1pb4YHnjSz9LUdt1npjJFuttWoZ+ZN+TGL7Lsd0Y8szCH388FYFbJHJ4vM/tu3f49JNb3Pr0Dg8f7rNqW5wt2ZhO2Nnd4/y5ParKcnJ0xN3bt0mhY3s24/zmjNmkpJmNkQRNe5+mCcPJefJkCcZkNw+0axy95/ad22zNphgiOxsTCrFIT/fB0IVASDGHCiVhGGuxpWW10uGfeuT1pazB5hI+BJ8zUYsrK8R0RIn4IBwuInf2F0wmMyaTxPmdMWG54NZHH1OWY0hKo2uWDb6DEAKUhoTn4OiYxaoh5aGJEAOLpsPHiHNO5WR73ZF9zYnqcU1dFtpYSdpsfHgy54bs6QaXVRgVFdKb01pHiNrIan2k7bH/3FXxIeJ9IBlH4z0R0fctgiMyHpcYY5lMKvbO7WnAfqLz0G+mPdzY4476u74haXJ5S+w300jPSzZPd9xGUDd63wWWbcsnn9zi3Xff5/DgmPF4yvkLe1y+eJlLFy5Qlpb9g8d89atfZdV01NWYF5+9RlU4pK54/pkrHOx/TBqUBPsK5SxqKkNwlczV/v73P+TS+T12tjYQ0WExk/tJxriBj+9TJEgkp+LUY8W4IxFJbnCaUrORHlaL9A0fSyQkx2xzk/3DAx7dPiH6EiOOL758g/PbuxRYjFdXnNZ7sAFjHF6EGIQYIik2hNRphhsdKVq6JtK2Sj3tE4UudohzOu1rLNBBKobAvmhbPrlzm1deyENEWN0DjNbFvfY26AC1mMxIY20Gce/uPo8eH4Krsla2VWMGPCYVCBHjCmIwPP/iC6romWGnXh7gyXqoh0zO0F6HR/RJ5v8PMu6YIvce3uHdD97hne++y51b95nPl3nc2lA6x3gy5ty5HTZnM3zX8fjwAN92xFp5x2VZg3PMJhXjumbVxMybtLmhM8y3w6DDoBOPJgknxyd8+uknVE4Qv824HGkpGXUL7GJg2TV473OZrsHQVTU+Cq33LJsGO3XQtVlm0+RAXmh4yvKn2IIohpNVRxcTE2nZHAnHD++zv39Ms4x0jSdFbURubm6wO5kyHU2YbdSYCKU4lhPPaLIJrSdZWIVWueYYVm3Hsutoo3DSNBycHDOKwmw6GXDr87ub7G0oo8aUaNAOWpobp4ycLiS8eNVcsQWGhA+qu51SoO0CIYKPcXBaQcAVlug7IFEWjqqumG1uDlnN0GfPGtKDC4ag16hfzCZ/Zfy7x8DlTHz/EUJq/58fKSUa33BwdMQ//+1/wR/84dc4PVlgUIEvrKEsSna3t9namLJczfn09h0SjrIsGVc6wo6Fra0pdVXTpO4My8ZwllapRV4uu/N5Wsw7vvvOt/nFn/0ShRlRUA9VS4/7hhRYdUtC8og1BAL1ZMyqOSSeYfiYTCJI/QSlAZIOpSUSKVouX7nK+99/gHUlRYw8c+UFXnjmBZanhzTLY0K74vjxim4V8WFOEqGuCmajGXVRc3J6StOtcEZ53FVZszUeY6aiEheuoOk8rdvgpD3l4aMjVq1QVEoR8GGp8JMraIMnEnSzSpqtS08uOJN1D2vTGGVLEXl8dMDtu4+wRUFMCWtLJFpMMlR1RDjBFSNwhs2ZYzwtzsAc/XPLmf+fyb4zHNMDZr3u/Y9zPBWB23vP+x+8z7e+8W0+vfVQpUpTGhafT0KaL/DtioOqIhkhtJ4ohkPm1HVFWRXE2KnAusti+wOs3Vs+9QMIvb2ZluBKP4zM5yccHR0wLgyx7pAkdJ0fTrCPytKQfgw8CVVRE8JCYYLOE0eRKGArhVvsGczYFBVVJYzqEdVoTFXWEFfENvL40RE3TxY83J8zrka89tw1bjz7LDvnz7G5u4MLHWHego8YV+JjoDlZUG3vsjo+ZtUsOTg9IXQeLNSupCgcx8uGyahkOt5jNqlwpaPz8Dg2jJ1w5fwWGxsjHf0XsiyQIcZEiCFnKI6YLMFHfPR0XaQoUB58p9oYKUSMaFVQuJKqLhTy6DrcqOblL/8Mexeu5NHq3K7LfQblIMcz67vXes6P68tbUT303ilJzHra9mk+YkrcOzjgN3/rn/K13/uGasSYikEgLVkaH7iznHNbss1dSmAruhA4Whyzs3UOSRVVWTIeFaxO83MYhUZkGJ2WIRqYPPeb6LBmzKPHJxyfnLAzqQlmjqEC1yIEJFbsHx5xMp8jBCKWGCPldMzi8AEmQTDCKDqMi5CDn5FOM3HJ2WvSicur155hsvkO88enIIHdnRknx0fc/P5Nbt+6y2Tk+PJbX+bSxatUdclsNFK4rI00i4bVcknbrHIiEXWQLS7xyRNMIJnEaDwmONhgk92NkpRKrBsjWB48fMzBwZLNTcPFi+cI0WHFZGaM+mlqXzarJtqEpJrkGpZtx2qhswkPHx1oZSGFTkQDkn0ujavpJFJED0n4M3/2V/9f5t4sxrbsvO/7fWutPZxzarhj3x7ZJMVZHDSRogYGtiNDkRJDkmMYjg3FSRQ4Dw6QPAZ5DxIDSR7yEkBAEEmJAkOxZciJLUuRIikaOVNNkWw22RSbPd2+Y92qM+y91/Dl4Vv7VFFik6JlEnc3bt+6p86pU2fvtb/1Df+B1cExM0jV7WshB9Ui8WJctu9UUk7licyEMp2f8DrHQxG4pyny7Oe+wM1X7lGyq2D6uWOnBHHVUZxqmFvRCgXO0pZxmthsNiz6lt1oJSnAuQvCnL75fQ/QUA3K+W1vTME4JYZhhGz93LP1xl4RGhNDV0CMxj0P3oaY2G63CLbjB/F0wVot8+VyPtD1SxBHTImj7cCllefuid1nSRukWfC+dz/OI5cv89jVK1y5coWjq9c5WB1y8vIrpGlE1fwmUxaSh7Q5IU5bNts10zhY+VgyU8kgjtXBkgMifecIrWM3RYIqVw56jg9aLl9a0XYdWjIxTpV0oKQq4JTiSEbICDELcZrMkEGtn51LtkpTyh7rduONj/OhH3g/cb3h+Npl3vrOt/PE00/hQr2IF1KO8xJ/zlIuYLMrPE2xQWlJpbImi90UsyfBX0rV9Vt/5Jz4V7/263z4w5/Eqce5QlHLsEygax666rlZh1pfPGb4zGde5O3vaLh8+ZiYI6XiklWdBZy6AX5VWFAqSsFmMapQEozjSGwn0ImcI+vhPg8eDAw7bC7iA8UFc2fKnkW/4rVpZBwjbddh6nlif+9nD5Zpz+JVTuDwYMnVS8fcuX1KyfDyy6/yuc8+w6Jb8q7vfDff+z3v4crlS2Q1izQPTNsd63HHdrchpUgs0bphJTKLjBlG3FUNI0EYaZzi2h5ojDcnkUevHzBuRq5dOWLZL+pw3fryM43d/isUYhVF8kxT4vbtE8bBJAOmWAfjaBXbMh2ZS1eOectb3sLm7DbHx5f5wAd+gHe/7302Q8LW7T7XrlHYYs25kcbcQNlXn6p7UplcvJZf43goAvc4Tbzyyh1UheADRZz90YgXs05yUpmLlZlXkJopQxoS9+6fETpzphjGWJlHFkjM4OYcl00tvU0T4mLNbSiQkiJRC6ebDfdOzkhF8V1P3/aGwOgaQtMRQkvwLXFUdsNA1zWMux20HePoCBJQV/ACbdMjLlE0s1j0HB+ueOLaMdvtxOromMvHB7z5jTd49MY1Gt8heOKQmLb3uHNyixwLxWfGaWR6sGaaJpq+Q3NkM+3QoIReIGbT3MaGTRbcHMGbBKt3Dm3hYBW4fHxE1zWkmJCSKTFTSiLmxDjZSYlFScWqnqQGHSx1il5KBaaVYkMmHL7xPP3GJ3nv972Xy1eO6Bcr24irZ6ctyouphC1fY6PmPU5437HVcwx3zoUpZXKKoAUfQKuBxsN8TNPIxz/2SRwLUHM9t8rPXI9EMl4gJjV6+r7FYbOR9W7iM5/7Eo8//pj5QG6HWuYXC5h7GOV562Sv+FdNF9BMzCbdEFPEdGUyr926x3o74TDnJRNUt+Ai6ml9A84zjIWuy2TJhNJQfEGqm7rOZB7RPbTTq/KmJ5/gc599nmEcuHz5iA/+wI/wljd/B327wDtrs0gRfKjDW0m8dPMrPLj3gIODA5y3DBkMcVKIRpsRkFl3XzMkMbccEUrJZEb6EDha9jx2/bpl8tkaO1JFz2fJAOdNssF7b96RJyPbtVn45VxnKVjANpam8Q3e+d7v5O/9vb+LppG26fCuRbwj76HN9j5UWQJhxutrDeHz7MYIe3MSg5ZqxVf1zl/neCgCd5wmdltDUQhVxawUAo05sDgLDjHZkCdrNSetcpWlKNtpQmKEqmhX1O13NK3Y5BkIZbvgBZGZeqK9zDR3IWve44annHFjxBEw53bBixCCo18tGdKCVPHMqSR0qobBra9+fVStanMZaRphtVhw5XjJu9/2Bg6Pj7l85YBLlw5xTghSCF3H6rBDU2K73hBjZns2EIkMmwe45QLXK+N2IjWFEBwuOFptQJQGw2ajSkwgojRNQLyrZlIty2VjzQjN5jc5Gfs05cyUZnW5TFFPzorvHKkUxtHEdHJJhu8tihfTTT44WPHIo9folqFC3Gr2MWuZ/llN0xnJcCHjLFV1UIsRm0o2md5himx2E+N2C2ouQapqgfwhPna7HeMwkUuLR0BDrSJMsMk5Sy5K9VAtqjZYroGwuMwwJb78wk1STlVnHgxVw3mLhPM0XVG/AAAgAElEQVQkRC88PA8oGw+hEVIqeAclJ3bbQsYG7w6j1DvXADbDaAI89sQbOTkZuHzUkVGCZoqafJPM2tsz+mru2ebMU4/e4PJhzzvf907e9Z3fyeFRa/MPqX6P6vESTAQKwXeCFmE3JFYHDUWF4jI0BaGpinlmhKwUnHqzVJsda4rhrR0NTgJ917DsOijTfpieczF0j5o4Vy5WuaWkFBI5O2KCmCZKtnPsCIhTsjq8L8QivOe97ya0DppljVm+EqhyLRbPR5J2j52rw+yDdoVWzhcqa67yEEpMunfd+lrHQxG4czZolMlPzn3WxoKjt9IrpmTle5n7P3MA0ipFWvaDORFncD2wOwKtfdO59pb9haT2XJ2TKn1pAulmzOrwTcDPvWqqK8l+6hwIjadbHLEd73AQA7vBc7BsagBK5jKPef+VOpw0SHhhsWg5urzk8PIVLl86pm28Cd/XBVBKZhzXPNicMQ4TJ/ceMEyFk9M1bhiYJhinEY+3Nsg4mnEBhUVvuiuh8WbK6xx925g4TjFtCy8gavrYJeW9oJbBrrIZtYqzAFmU3ZQpyabeuWTD5GQ7HyUpiKfpAleuXMK5ykz7Bsd8w+dsphIpJXI2IlYpCS1mOrzbbFmvN5ye7Xjw4AwtkbZx5wiTh/iYJssYFWsvqAYEaIKjayxTjCmy284CQzX6uYLgKaUhMaFs0SIgAUqoieCMfPoqzIK1AhQgkzFT50uXVoTgIQWQYlloDBR/niFaCLF7MSWTzn3Tm9/Jqy98ljc/dYTiKJIQ2qouqHVz2A+U7PcpidbD+977dp5+59sJoUddqvDci+2wgaxbEGXKE2M5YZdPiLIiNC1T2THFHT4vEC2M0wYfCk4cTvp9tWFtz9nUwXwiL11eUHKao4TJq9bzVERN40Wl9uUdRRO77UCcDM0C8/m1zzUH4oODFY89fsM+ZwUezNCHmf06hxencp60aBXiqjBG1Yxka9+qZnKx9tBuzNy+e7rnpHyt46EI3LP6ngiE4GmcxztnymCVZVdm0SjAFfMrdAq1SYhK7V7Vi+g4zzT0fE3XHbCg+363lSttZ2gU7xxRMylaH92JIzhvP1MSzrd2U5RsABHxHF65zr0vv0o6yjBObDTjq6D8ogk4kul6lEhJEc0WFJfLFe1iyeHBkr7vLWv2AUWZphFRIU2JxntO1mtOTzeMU+ZsvSOVDffOBpyD3nmWyw7vbT9PMSILT4yZGCPLRU/bm3yrVIMEkw/2pHGoGZ91+4oqWgTvq5aCA7NxcqSUceKIKaIYbCpOVgmJeLIX+r7j4GBpAx+7uvvr/NUwwPnam9j/NE3shoFhNzIMIykmkiYjXOTC9mzDvZNTTk7W3Lt7n3Ea7Xyp0oSHu8ltsW2mMjeItjSt0LZCkFTPpdSWULW8m9sdVB2RGqCtkpyRUfrVrb96zM5BoHsdnaKFRx97BC1un46Pw0jJthEIQikVn+0KXd+j6sjZ89STb+Bjf/jbvO+d1xEnJMn4XIf6MvtkUjcmbCOVSGjgjW98krZpEBco6vZtA9WMFsM7l1o5rOPA6bDjdBgYX3uNVArDbkKj4nJL6zKrldCvCl3r8JJAJhCHYwl09tEkUdxE6BtSHglS36cufNF5c6t9ZzECkpaWYXfKrIUze6NobUcZbt1xfHTI4eHBvpL3Ei6s6oslD5WNCnWSQdFsiY9a79xnqy5TScQcOV2v+dILr/DcF15ivd6+7pp6KAK3VMeVUgQtNvALXmiaQBAh5lQHBDMMbJ6ce2uvOEWLI6NVarHu6nt1wEpSUC4wouqZddA2gcPlktWiJ4gjTZkxTUzRstDgLSvSknCY3raWZKU8ytHxMaeLAxNoIjGNys4NlLZQkqdrrESzrDtZYEXoFy3dqqdtgrHpct3EKnSxlJkxV7h8+TKIZ7ce6bqW083Abkgc9A0OOF4Guq5FBXJqcN6xCIGzYayLxO2n1k4FCbbRTdEWqM59axW7AWu5RxFStA5jTolJ1c5hUeJk5rJOhClnUoEpxSp5W9tU+zL+QsjW83/lnJmmifV6zd17J9y6fZcHD84YhpGiVKNa2G123D855e7tM27fuVuri0IjysGy+3Yu12/6cM7VYV7Yr72mq2zJ0gAGmyylYolVUacEqqGEm3AaKCWgWcDNbkXZsswLJfV5Bqx7Dk7Ac+XqMY9ce4SShSL2fqfbLZkRV4wLoCJkTRwsOrqFVZRnmwnfZB557Aa37665cX1JRJBS0VZi5BjblE3TQxUyIzTK4fGCZNEUZsiBKEJCnQVELwtUCocHLdeuPcq9+ztSKoxxQorQBceiD6z6jqbxiCv4Al482e8oEoG2IjQUdaaHH7xVjjrr7c/1RFG0Ou7M56gkyLlhnIZakXrYQx4zRZtqc+bxjTMJ5As0+moNfgH1V+cL9X2N/1sqAaswDolxmihTomRLMM/Ozvji88/zuc8/Zxn3OL7umnooAreTOdtIBuvFhpShDkms7ZCNFVghfE49xVkLACmQrT+aqikweh4oalEG6LnVm1jmHZxn1TUcdC2L1qbSm9E0vccxogiLboEP1jLo24amD/hwQQWvb1leus64fZU22KPTNFnrPJtuMFoqQ0xR5/CdQbnMpSZTXGKIE3nW5IgJvMMJeO/p+pajw542BMK2oQ2eZRPomoAP4L1a/xQhpry3R1u0wSgSc1TASjfvbCiSSsZpNkKD2uRcccQ00YSGUiBmZVLr9ees+MoA3OsGO2fXR5S2bQltFfbRmZJeK6GLQ0kxIfqUErvdjjt3T3j2C3/KM3/8LK+8eotpjHjvWHQdXd/jRBi3idMHp6zPzkgp03rH0ns0vv4CfxgO04NRcrK16TyEJhljkaWRsoq1iLTiM/YSFzhcWdlm6ibOKxgjd1zM8OZ85GK27fD44nnysRu0rrMuhh9Yb7e8dvcusWRaWpwEUkwcHi+5em2FbzJS4P7JKd5Hnnz6SW69+EUeve7JsgCiXXsp1gNGQCPMIkku7a+5r7OKed5kNPIdIPjSViihEER50+NP8MoLLzFMkc43uOJYNkLrM8FNiPaIdtW1p6CuRzGtE3VbRBozv6YB7QFnLVQxRIlUhypDlVgssaGl4+xkIKeE6QR29nOd+cWqClkypQihayrPwYw/ENtAZ7nnc+UkmaW/yWqM2ddu3+EP/vCjfP65L3F2tqVxcLA8xEvHsJ04eXCflEY7U2W/CP7c8VAEbjt/iVyUxgm+ayqSRMglk1MmxWxMxkp+QU2RWJw3iVUSrnhcdhaAtFiZrefB+2LmJziCU7rg6YOnqYPRGBPb7c7cyadUUSzCwcGKVb/iaLWi6TuatqFpgu2qqlx79HFe+uyreJ04OGhJKdI2Abwj5Wy95GJmwhY8930IpjzRROvl2lS6DvSylbje2aLu24CUQhtajhaedNShTnCO/Tkqaip+NkxRgvg60VZ8cRBkr6OtORGjOdOIt0WX1diawZuTfCrCLmamlCnZyDdZTEQ+qZCylX/qbBB5dOkIoz9bUfxV1c2F5olWVcEYJzabHa/evM1HP/oZPvmxP2HYWgBwruC8Z7VYcLhY2tC4QuW8CMEJTZC9Q9JDewiUbGs0l0DTR5rS1caokiURo7fhWNV/dhLtutDUbLXYhoslOcho5f0+4wMpLeo2FnBKg2hC1BFCw/Gxh2LMXi3KrVfPGIZYEbNbvPSIa3nqict0bUeWieg8pyd3yeJ4y5vfxrOf+hipPEEHFWbY4MrcerC1W3TWlalAA/XWzZTRAufs/1iZmtkZxM/X6jg4T5DAqvF4b4ABD1XWdpgnn6gKpa5x3Q8DFSEi6nCls/aGM/3tLOYVa1m/q0YQGSkdhImTzSmv3NuQNICkmsUbLj17RxSgtKS05saNy/hgUsiCZzYKt/tMLoRtG/zPaKmT05F//H/+Cz7xyY/TuGAaTAj35BZeAt51qDP2aNkPLb/28Q2bgyLylIj8loh8VkQ+IyL/RX38ioj8PyLyhfr35fq4iMj/JCJfFJFnROR7vtF7aJ0Se5QgSuMcfq/gV0g5E0sizfoh9kYXEApzr0osEanGB1nLOT72Qv4tCME52uDpnNhm4SDn6lm5GxinyBgLuymx3o5EzXR9S992dD7Q+WC9s2IT9ivXr+OXl9iMme1mgwRhypFhmvYmAyUbaiB4T2gCTagVQ54bYgZ/alyg7Vqa3mRmQxPo+4aubVkulrRNS7vo8I3ft2x8dWkPTcCHgPeOLniTV20cvrXBq8tGkNDKfDTTCSVOIylFcqriTmKT7ZiKDWtyNpJRykwxmkBWTAyxkBE2wwBSuH71Mt6HfajeXx/lgv7LrPSXiSmx3m55+ZXbfPmLX2HYDqgmhLLHLJAzKUZcyQSBrgl0jafxgvcQ/ixS5Zs4vi3rO5sRAcWqr74LOG3w0mP9VGGackVDXWjl6cz4nfVZrN2gan3hUv1U97TzmbyhWoNXgFQ4Pl7Qtz1URcbNZsfp2bZmgjDVDfTw+Ijlot/3ZlFHnCZK8fSrFU+84WleevWOdWuLQ0vcC27aa+D8SlQqV/0s507rWs+7OUhpzXznfrk4q7a9DwjOEjctqCtmBlFFoc61RjxSg/E+05UKj9TZBqzyAC6cJwveAZVISsLNmw+IKdfhT6r0D0Gk7ONIigkvgbd+x9vqp/N1c6Jeh/MhsQ0qa6NFLeF59vOf5+Mf/yRePB6HzzMb2BKuUpK5Tem59NXrHX+RqU7CXK7fBXwQ+Ici8i7gvwJ+U1XfCvxm/TfAj2GWTm/FXK7/52/0BlqUReNYBKELwQaSYkNJY/DVbDvXHnfdZecLZAERc+moH3rfX70w+Z4zHCeF4AqNFxb7jNs0tKcYiVNiSoacKFoYp0ROincOF7zhpJvWfnfNaMm03vPY029mKo7NZsdma+YJWhKlCFNVhHMV5mWZgfW8vTdVPy9WRTRNS9staJuWrulpmgbnA0XFxj/SgG/JriW7wJQdU56ZhEbzLerxoaVtG4LHoJNVlkGciQqJd0ioSJkMsYi51FR7tZgLY7TS0XDbhv4ptaUSY7IFXZRxmjhY9lw+OqRr2v14zYL2HHy+unVSKgZ7txu5c+eE9emaxsGitoH6xrNovAXpEAje0waxwB08jSsGJPvLJdzf8vVdSsFlu1H7AME5K+erlkzOwjSmWr3NAvuyH0/O9gb7sHdhVzzvniYKkT2lrAiOluCEx24c40pA1Kqz+ycPmFKqxB/TpslaWCxbilannuKQLJRkYkriPN/zgQ/ypRdf5eRsaxVYMeebff+xYO9bbcLORcRK3Yjn393YiwYQ8DWkO3uWgDpzXioV2pu1oLUdUfCUvaGJs3aIdqAtlBbVgKoHAioBpLJKyahOKCOljFAM4VJkx24QdrtQz2d1ha89+UI2Uk1ODNs1q8Uh1688BhgwYWYa22cttT14fsVUbBIxTAPPPfecVb7qabIQssdVpIkodcABXgte89dd2N8wcKvqq6r6ifr1GfA54AngJ4Cfr0/7eeAn69c/AfyC2vFHwCUReezrvYcT4Urfc2m14GDR0niHK8VK6XyR/j4vBAtEJohUsb/Z9tPiAHfOPJpzkv1EGfA1y+5DoO88XesJfkavYNKlxfrPBqUDVzNEEXMrD02otZAF4oLy+BNP0h9fZROVYZg4PV0zDGYOnNN5n69oMTuznHBSQAfI0TQ92kDTtjRNj/gGbXrUtQxRyRLYReV0iExREN9Bs+R0m9jsMrE4xikzjYlUgOph6MTKVS1CKtafzpV5msrM2sM2QJz1tVNiTIVtTJZd52J/kmXiOStDFd5a73b0TcuybRhjZLPZME1DvW5gwXsO4jAP1mZSTU6ZaRyBxKLxHLSOo95ztAgs+8CycSxaR9tKbW1BG0zDZnYU/9c9vh3rW0TpXctBJxwuoXENzmfwA6rCsBsr2kD31m8GXzV88xy8C8p+96UOFOv5tR532bdCHIIU5bFHrnDt0qIG7lpVDgklVRSJEXVyyYSGOtSsbYUi5FgIjQPnOLp2lSfe+EZeePkW692G3XaH6gh7nsSc81YuoFZj4doasaDl9tk8eKh+kIqztQikkphSIlc2Y1bYxY05OCFkCkUyxeW6+c3vOrdLCuLm3nOp36lZeQ2OFjeUWDK3761RCXXYOKstVrE1caCBk3sPOFguCK7l9MF6b/jhqmiahR3df+59koJCZYee3H9A6z2NCm0Ruiy0RWlyIWTjpriiiBZE89fNuL+pHreIvBH4buDDwI0Lhqo3gRv16yeAFy+87KX62KsXHkNE/gGWsbDsex45WtiFc46knphNeS6lmZBQT8+8C80DXIFUNSyYM+v5CfsvDfkgorZVeYfznqaxoL3oGoJ3uGSbgFDoQr0o4nDiaILB4cZxpGkbQgk0jcd5qa1qpV10PPW2d/DJm7doh8jsMuK9bQyzTCQ607UTUxYaWaA2q7dMXopBwETY7AZEC5N6dikyRWPOOT8SmobTB2tS3bTSGBl2ZgAxlUSXzBnbeesumvt6pnWeXJRxMo/BnC/kdCpE1QpftBJ+TJkYDQWB8zZvEGPiObHe/KVLx3jv2W5Gbt85oV8u8L6t1URf0Tx1G923A+zaKELXdhx0PchE5y2rdoJVXs7RBLuiwVmrx7RiSrWG+zeD4/5Wre+DRc+Ny+b+YrKtQmZCNbPZTgzjiPO6TzDsP8+ee/BVOG1LWi7ObqQO96jXz3rjxsa8fv2INgiaPUkT4zgw7IywQukRMainajqHgIoFc+8s08w5QrtgSol3vfd9/Mav/gsOz87YEDk9Tdy4/gQhmAyCVNjWDAAAqrhawWFwQFeDotR/g5CLoOpZb3dMOTPlRMmCc9Y3NxOJZNmtS+Dt5zS0F8TcagCvQ0LBzoUiiDa1ktHKeTHgwzg51ttNrVgyTltkBigKKIHtNuLxXDo8wonjC1/4Ak++5VEOVyvEGanIuYvzHJsB2NsX9s5ZxVokQQNBC62CZmdmKliLt9T7/qukOr7G8RcO3CJyAPxT4L9U1VO50FdUVRX55gpWVf1Z4GcBrl+5pJcPOnLODCWwSWp9t5z3k1UR08CmzCWjlVDU3umfb41YH8uixHkv3IsQ6mAreF97yA3WN0sUTXhnQz1jbQree/oQcCpoNJlVKUIbGryzrAgniHc89YY38sLjz/PSFz/LYR9Y9MJms6NtgiELikeDDd28D+yGRJItqg2lMalS8S1THJlS4eRkg6ZETJHtemSYIuv1mq7riClx/8EGAZoGSNEo4TExxEjftrTBMOrBN8Q0kZ2ym8y1fUzW4w4YISGr4lQoWRliIqlnN06M2RaiOttwprpjOu85XW+4criibzxOlVdv3uR0nGqv9XwM0VZTBdlbZc2YbodzgdXqmMPjR8hnJ7Q+0QVXb/x6kxcoHhrxdi7B4JhZ+TfBm/xWru8bVy7p5WNPjkLMMGtYD2eJ3TAZmcTPHojzGp6bCwafK1r2ZJAyr3N7J6zMrF9XuwMRpWsdBytTs7NAYIP3OMUKAVWc02pcMAs1yr4qdF4ZxzXTkOh6u9dWR1e4duMxbt+5y7Vjy8Tv3r/P0YFp2XtnvzPzoBKMCl/Y924vXn2htuCyY7cb+eLzf8puGDCIYa4tukjbetPFkWrgUAqIctRbDu68WHbtDEppQVdRidYm1AazQanIEs2oeO4/GBnSCD5Z9k9jbRkx7848wf37D3jq8UcNr07hj595hqNHjvihH/wgvsk03qOl7GGwMwzQPqdl+8G1LBeXUG0QGhzRCITF46o+eJZaKew73K+fc/+FAreINNii/kVV/eX68Gsi8piqvlpLxVv18ZeBpy68/Mn62OsfqrTBocFDFCYtNviogwsnDu88TZViTBUP6ZIhKGanFiczUbLuqnv42zzLlH3vVZwRa0Jocc4z1XYGudA4z9I3NKHS2ruermloVa3PPiaijsRFb8FJZ9NV6Bc97//BH+TFF1/kzukDGqeUGFg0AXGwWPQUPGk32Di2FA4WHepr2yBE1I3gArspcf/eCXlKjLsd45QZVBm2O862G1aLFWfDxBQnjlY9OUayU+KojMkGIqtFwyZt6duOlMw53BA3VnKPY2TZmmP4EDON8+RSGHOmFKxcrUtQwei4xZT8dsOIIBwuF5bJFLh/+4w/ee5F7t+/z3YceXN6A4+UwsHBAV3X4f3MdrQcrOAQaXHdIc3hdaQ0tGzwjIjaxmJZaMZjwd9QNqarDGb+/Jc5vuXrG/BFDbMtFTuShPW6mIGBNsYNELvR50FVUTWOw1x2G0wBOCeTMKMj9qEiWLtAYHWwoGkEV3qyi4hP7NYTqhHB+qs5F6R4+q6nb1pEA1kHchZcEMZpx9nplqNLV2uWH/jA93+IX/u//yUPtiNHfYA8Mezu07Utx0eHdH1nG5BzlGStTuvfWyhyIhUJZjqEBcM1f/zjn+Kll19lduaxRKEwTgO4VUVi2cAxFUvY2mag9QZ7NChxJc/grUpXy/jbIOSSEFKtYQJnpxsenA6IswGkSFfPtSerY0gTaVJ8UA4PelyyXvuduw/4pV/6FVQ9P/T932PyE7Vldz6bsDmDZfcB5xeE9hiktz68M0188LVvT+3Fz+2er695+Q0Dt1jq8b8An1PV//HCt/458PeB/67+/SsXHv/PReQfA98PPLhQcn7Nw2BhhdA0iLNFmXXuj4J4h1OHeG9lVza6bqo9JivLbI5dapTej3JqD2wO2jgB5yz7C6byV0ohxswUjWrtndA0Qtc4gg8sFxa4RQuarfemaSItIiVmoyGXcwTAIzdu8MN/9a/zz//JL3Hr/gY97NBliziIKoTJCDfTOBIaYTcmlrvAqgv0vYlsjUk5fTCy3mxZb60fPmxH1klJkyFJ1sPEvdMBUWVKmWlKLBaB3cayjMkl+q5hNxpNXtUxxGk/M9CseO8YJ0fTOGu5BGcDyaKkOhgWH0jFYErmcpMZRqOnHx0sCJ66QJX12YavfPkVbr52i1t37/LB7/8u3vH2t/DYjRscHh7Q912l3QspQUqeMXmi9hCuQevJpUXzGpfXlDRWLWiP10Rw3kTsQyU3C4j3r7u2Hob1rVogt3haMluca0zvJc/6FmBSCCYGhTNNnlJydabxFwBUsv/LBJ0scENlAuv5bb9YLKyETy0qG8Zxx/pssBaetggJX++Lg+WSRdebmFklbKU8UlLi5N4JTzz5dC3hhb4/5ru/7/38/u/8Bv5Kb6FOXPVk3HLp0iWavmWMIylP9H1L46sujljeSzV+TjFy8uCUT3/qOb7yws3aJa/uN2JZ/27YotoR865WBJ6YanadHX3TkvJkbb+KVCp5NFehJtF4x9GBp23O2zjb7cj9+6NJRruMSIMW81LdVzsibLcbrl49JucR0YCIMk6RWycbfu7n/g/Wp/f4kb/2Vzg+OLRAq3O/fcZ0e6BBpTBFh7oFRR1ZE0l0rwuucgH1pvPr/3IZ9w8BPw18WkQ+VR/7r7EF/Usi8jPAC8Dfrt/7l8CPA18EtsB//I3eIJfCkDKNeHYFtlNkmnWX58VMHUbWnpVpNtjrZxUxp7aYs5gADmJtgBmBMkstGsLCIz6gzu9hf+M0kVOy4ZEKmmGmDTgHLjTmiq3F3Dh2I9MYTUMlqWk/WCON7/qe9/LiV17iD377NywjF08bwMcdOSnOC84HzgZztF92DQddoGsNUbMbC5tNZDuOnG4TpUSmITHGTMpKGzx5yIxjYpwyvqklpxbGyQYdofGcbkYKnvtnI3jHsBvwXmh84Gw90jSeVedwk2UofTEGpIlmKeKCGSXEDC4jOOIYSTHSdS2LtsXqjWJogKJMu8h2O/Dxj36Wk5NTtrsd73134olHH0WPD2nbHi2eccxsd8rJxnF/2zHIsRk6pDq0QinVPFrJtFWX29AzJsYlmEzCX+L4lq9v08mwwII6Up7Yba2EVsY9CsOpISusbackDP0kpWEege01N6qN2MwWRLHusVQcswQa1yJ6SHQ7VODBibDbZoODVpdyQ2gVskysVh1xSNy5G01tr3iEwL17D1CNODGTBBXHk0+8kXe997v5zDMf4/JyCdMpHuXe6QO+8tpriLa4UsA3aON58olrXL18gGMC6QwaSuSFl27xuWe/yMsv3rYmj2rVYSkUlyk5sJ1gzFtyGdEScG6objaesywMXojlARmParc/B7BBdKQJHaebnbVGvcH3dsNEKorzips5B0ApHvURzYFxO6I6ctBdxyXL+UQDaZvRmLn3YMP/9ou/zM3X7vI3f+LHuXH9Wq0hA4I3TLdXckkMMfDqnTXKVZJMTGKtWbgHzgbzBm00ZdCvm27zFwjcqvp7vP6P+be/xvMV+Iff6Od+1WuKMiRlKol1SqxHE+svtadkM2vzsjsHutZBirfS2VVolTHFig34FBocfg4sEoyVZvUaRYRdLpSsrIeR7TAYAzMY6sLUFRNhTHSLwOrgkOViRSmezXpnWe4wkqaJlM1gQatQkw/wIz/6V7hz9y6f/+M/Buc5XDa0ITOOk1UX4thMiWmItM3AYW8GBC407MbEZj1SgO0YGYeJVLPUjLUr0i6iCme7SEhWKVAyIoExZbzClHf4pmE7ZsQXdkPCCax6rE8+DqTQUEqmcY6RwpjA+7AX01It+Hk4O42knGjbhr5taOv5n5Xthmkyer9mxl3muc9+mRhtQ9T3ZB4vj7NYgtKy3iXuPJh4+W7itfuFUTvUr3BFUHG1VykkdpSciDiq6AA5JxqJljFWaOa/zvFtWd+qJLGqb5LI6VliiAPqArMa84x6KDPVTsUEkhoLAhbSLRu1xonxZD1i1ShNBVwmo5R7Qb21v1M2OYV79++TiZbL1VZFVVdgipHHH3uCd7ztnXzx+a/wsQ9/jDglgnecnqxNRMybro9Rwhve+Y73cO/uPb7ypWdZBkcoEY2Z3TBRdIfZkSVicSr8Ad0AACAASURBVNy6eYunnnycxx69QtdbePvkM8/x+edeZLPZocUxqYnLqSS0NEZaUoipY4oCtDhx5ByYB3cpTzTB1y2s0LSQy0BwxqBEHbkkSspMUfEyq8BgMaAYeseyXoNI5ihMcU2Khca3e4VP65sbCSzlTCmOoRR+9Vd/k7u3b/Mf/vR/wJOPP05TVTkRyOLIGnjhK6/y8qs3KeIRWZCKB9mhbsme+akFr4boUf36XqoPBXNSUTZTRqWwiZntMFX5RdsdsxryIeeZBmq9LlfFqKxnZmVQBZ0x94qoglOokYkdHi1CTIUhRsvQtbAbI+OYCAKTCEQr/1QUhsiBeLrVAUfHVxHX0C13xDiQkxJjIqW0V7abWxHHxwf81N/8G/wKwvOfeYacM4cLG0qOsZCiBX+ysp4yWmA62+FCw3YoBBwxRxNyigo+cLLdmv618wYdEyWVgldvUpC54MWc530TCCEgu8hmHGiaFnHCOEaCE/rW4b0jF7sGUUutZKTidMF7CxlxSgzTREk2jHHO4RXLYOpVpGTzJ5S6gWX73Z5/7mU0fwTUMUXH8XHGNQs2g+PLr2147sX73Lq3IcXqYO4W1gcpgjYtqawpaiSgTKkVQaEXh3cZ0ddXUXsYjqIw1KHkdoqcbCaKK2iZEDwqsQowyYXJncc7QdSG4ibAX6poUX1SHYL5InUWpPuEJJHJHiYsVbx754z1sAZv+Gi7T6y6E2ew0MOjy1y58ggfuPoEB90hv/V7v4OWzDiMltHPTJtaY4nref8HPgSu8Lk/foajzuFiRoqj5JEkSnYDWgIU4aUXv8LNm6/S9Qtu3z/lS396Ey8LE9hSBbEAOqaRUtrao06Vcm6D0yITog2QKFpbgpMHPOISvlVUMoUB0SWCJ5eIc4HZ9m5GteAcQgANqEwUEqlEprG1n5+FZWcoE5lnKkHYjaNV7KqkaCzsj3/i07RNx3/093+aa1evEULAiScWx8lp4td/4w/YDhknHUUboKdQ5X1lHi5nkgY83kTqvs6aekgCtzBWIaNttN6pzV5KpTmbIe1UfQ3ZDxsrNrNC7ErFWtvlmdlVduPMU3TDyhaGmGAQUlPQYs43pUASQVOujui1ZPUDxznj247FwSFN19MseobdDufN4ihOiRyNnl9KpXx7x2OPP8K//7d/kn/2T+GZj3yMJ68dWjvE8D8cLBYEr5yu16SUOT0bGNOOaSqsVkumlEljwjnHerNmsxsAwfmMF8eUEs4J02SBeoqZPnimktEx4aKjDQ1DjIi4OnC1RZVVUTf38yCq4p1pb2c1+F9OmWEcTZe7ZILzdF1D0cKiaWyirlodtOFgtaLvO3a7mYyg5Cnzp198Cec/wm4QHn18Q7u8wtnU89yLIy+/eMK4m8gYdh4NOLdCvSc3HVlbMiM5jkx5x1giQxGWDjopNA954FYVNqPRqE/OBqZigVpchiIUSaRsLEFj7llW6ESMmViTEKVU3bTK0hO7Z86ROjPpQ8giDCkzqTANiVt3zkgoyIRJstZMX+ahM/i2xfkGJfCd734PxQvPfuYZ7p/cM7KNVO0OCrPJbtsueP/7P8Q4Fj79yY9wuetoCpiomZkIu4zB+srI2dnEKzdPuHu2oXhfreiSIYdEGabTasgbEcl7BqPZDoY6RDSRrVQMymg9YSFNI6vDFdAgpRKDEPAVdmi5nRF4KgLE5GATqpFUkpGlxEhRJWcuHx3sUTpFzFZORYnTgAsNvq5/Vc9HP/opjo+v8FM/9VMcX7oKquyK57f/vw/z6T95jiINqSS7VwTTE89Lm+sJqI4IJtkhGc41T/788VAEbjCnlZiL9TN1xvpqpYtWm6zq8O0qKkRkJnLYc0vJlp1Xh5yiBv+nTuu9mniPUChJ2I2ZXGZnPsML2zBYiDW7yTgr/6ZCdp5utaLvF4SmNfxUmYjTVHvNI31e7IknIiZN+8iNK/zk3/ob3Lx1i+e/+CUeu3LMahFoQ0OMkbY18sp6m0i5MI4G59sMEZz9fpqLwd6cM8cateGs9cthLIkFPVNKTNNEAVMrFEzDpIpMed+S8mAGxorhsksxko735jWISYumGElqlGN3gYqspdLOW0FcMVd7J+Dgu7/rnbzvA9/Hyy/d5HPPfp6bN28xDiMxJr7w+ReYJsdTbzpjcelxpnLErTuJcTvtFRETGE7bOSQscOKtF6w7Eh5G673nnMhOmRwsHvrAjUko5Mwwwf6WLB4lkhmZkrmFq1Tneoxurepqo7BU+rUhMWyYVQldIrhZNtZZmEcdZ5uJO/fOODlZsx3Nzd34EFUPB62oHsP5x6yUGtCC97zt7W9l0Tmeff5z3Lt3hyvXL5lHpsxiBPb/zi344A/8EK++dpNXX/gyC6BzjtAoGh2eYP4ComjJiGtxYSRNhVQiMBufJFRM30Q1IdnWqC2NirIRoZSJ2ZC3qFJSRFDa1lVERmvIGSn1tTVI14GjcHGWEFGJzNwCLQ1CokToG1gujE8g8/nWxPd+73exnSI3X7vN7du3jWmcQIrjX/3a/8utO6f8yF//MS5fus6fPPcqv/7rv0MuVBSJvaep2beEYsN2FY+yIzMACbQh702H//zxUARuBWIpxJLQXPZdv5kWPcuNzkYJ8yhhD4FS05NOtb9ck1kLwsxYynOAvMsmumRMqbx33lGxndA7Q5O0fU/bdTR9z+HxNUK7oOl7+uUSH0KdYFO9KiMxZtP6qGWd1JLSOeGRR67xd/7u3+K//W/+B16+c8L1Swc8cvkI3wjrYWTVtvhRWbRGcBkmiHkiTpaBpWg7ffCGl44pk6I5V7tiA7rddmfuHvt6u+ClxYlnsWhogifnQtt0e91v5w1hk1M2aQHKPlPKVRSrpGyKdsET00RwgS4EM7nAWkoiDs2ZF194ntXREd/x9ON88AN/h/Um8vsf/hgf+8hHiMOOL3/py9w/yxxeXiPtNVyzoml7xHucM5yzzhBEcXh6+ySqeE3EHNBo18u7lgi4afr2L9pv4lCFYYoMUShV6Mk04VvUDeQyEpNgZJHZuxGMpu3BGe57VrKbdXdmrHk2lVETTqqDShHHejMQX76FqiFWtNg5k7rORTzBNzjnCY0jJiVlKgTR5hxPPvUEZ8MDnn3283zv0fcSWof3gOYatsFLoGt7fvzf+wl+4ef+V26+8hJtgUevH9FIoJQJSgcuEHyiaaDrMtspGqU92xSKMlFyQ3AGsTU3k5l+rqDZgpyze6xUSKBIpGs9y0W3n/EYioy6KdnvOaM+5kzWstx8/h4acOpRHUlj4tFHjxEyriLAHZCmHSf3bvEdb3sHP/xDH+TsbM3nP/88n37mM5ydrfFN4I/+6GN84pPPslpdZsqHhK7Fu4asEZFoRhAakCJVO90j9FWvJTHrf5/zT/788VAEbmAPTzO+jLm0K9YusfVZWxez0qHaUDNLHdMUE5YqqnWoOftSznpgtWOkUqfyxXbBrDQaahZfEbF1/Yv3LJcrLl25zqPXn+DK5et0iwOWB0fkHGmalpwjrsqZelrrv6lJpqq6qp9sN9IbnnqK737fe/j93/lDvHMsup5Fb67rWgpjTrjguHTJNIwXwG6MbIfJPl+lFWsxCr4XK0GDC+aZVyuSxge8twxZtdCFBq1OQoiwaFuopqt2ZjMpR9q2g1yQUinW2Vo0wXtTG8xW7XinhIA5tLhmT6yZYuHuV16l6e8yjhnfHPDU02/mP/sHP8Pb3/4OfvHnf55h2HFy+ybT6FlcFq5eb7l66ZDj5YJu0YLzxAS7qbAbCrvB/P/aUEhNRHpom5Zl6/Bk0u6U8ezut3OpftOHqhKTzRKstnOg3tTtZIaRXgguMm+8569H50QGqlNuDcgwa13PBgWIaX2IKsOUCL5BJOEIqHYUTXY3+Ja+O6DxAReE5eoKuBZxhurwocXJgre89R3cf/CAV165w5NPPb6fKZn0rPEMA4Hj5SHveue7+Y2XX2GcBla7yOVVSyYiJdgaloE+rLh8sKALHWdb5f56zbCLiDMN7JzNU5SS6ibncK5FterFlwYAR6BrIQRo22CGJ2Qo1ruWmvyJWG2h8364nxFoPYctJhUNRTM5FvpWWS5q5YfFj6IZKZk7t1/l5q1XyOWHeOt3vIN/90f/Hf7qv/Uj/JN/8ss8/6dfpG0aQtMQU8b5RHAdKSX60LJYLM07IDbk3JJlvYdfQoNqj1DnG19HPO3hCNxzf7oi9INYKwRvil9ZhSR1x60ZdcrW0fNStQ5mbLJWofQL8orsFzfM8x9FkVJImimSK8nH/thmn3HDSGh29MOOGK3cz8kyla4PeNdQUkYohEZAGnKGaSqExnQaSuMqFdckOt/85jfxzCc+xXaz48FqJOZA8JBDoLiW3pRiOT5SvML9Sv/etZGcjJZc7TMpBVpv5aTzjh2OqST6tkUVWu9RZ88RJ/vev2Xd3iCPAE5xjd1YsWbZWQ2VQq7C+AkaL6y6Zq9w4/F1M7AyfEqJzWZHJ4K4wLCdKCq0XceP/9iP8vnnvsDv/NZvonFgGM44yFsuHQiPXe25euWIw1VHCN5mDckz5MJuVMYcTXB+2iJloAmZRpRpt+PsQcs9/5Bn3Cg5NyijpRMiqDbgIuCrWJGv/DmsgqzreM4cZ5W7unit2lSAKupk/UDjGtSe7CzLVEpEnPENlJZ60cgR3JjpD5eEZvaaDDYkVIOnudCydJ6uP2KaRtZnI1cuH+2DqipmXFCsCnrrm9/K77a/RwmOs93EanUEauQYqQqJkhe0DkKnLLqW5aHj9HTg1q01bVcxM87b5qEeJxkhUIrR75VQNc1bC3CMtpGoq/1ve77Rzu3+3Fcxc0XOvCE2VvkwVCRHguy4crU3Q2OxRiqV9UnJUBLDMOI93Lp1i6efegtPPXGD//Q/+Rn+0X//jzhZnxKnEXEO7xtWi2Pe9vanedd73kS/FOIYGYbCOES2SRingRQnNI/kNCIlsVw0fOLjr28Q8lAEbgWmSr8Gg/g13iQclUTM4CTtT7YWQbNl2DMFvnZMTDin0nZnsRj73nkWM8fwuSQp8xBNCz4Lzhd8lR41SUfwTUPb9XTdEu89i8WitmjsYqdiettJTaBpmiJ939fd10q3XDKP3HiMG9evcJu7bHcb2nBIUYdziWXXk3KipELwDZozy9AwlUjoA+ICbduw28Wq5eHZjZG28Xski0vCQd8SczGUQV14XjylMlBLto0qqeLFMhwVIafIrO+sOZuoz8wG80ITAir2s5pgAk9O1PrQpTBNiV2cWDaXEd9RcBysjjg6voQAP/yhD/EHv/u75DigcUffFW5c7njykQOuXT3gYNWba4k6clWGK1lMPCxGSjwyPLGDEic26wfcazN5XH87l+s3fSiQql+kqquzFMWVjqZakTlR9gp/GkAGpqg0fgJsAGbWfLInbJgmCfgLwkjQWCtRcs3YpNLlBZERdbNAgJk7DLFwcpZZrQ64d+8e6elIK2rT/+JQmsqTgK4NbE7PWLQNy74FCq4A6sjO1KkfeexRrl29xPr0PiluGfJAi0ckYjXkEcWPaOlAJzzK0vUsj5fEsx2LflUHkQnRFTPTUbWnMJJlRHUOzGYOLuLZO92rSVCYqh/UaS5S5wd2p7v9c0xRsTKfiyLZpJr79sB+B5msOlVnyci0Y5gKTVgi2nPv9IzFaknXBp5+6kk++AM/yP/1q79KaBTSQBDPG5464K996F0cHR8AhaCuziW0gjyNYCXeNm7TOs/877/ws6+7ph6KwF1UmaZcsxGHcwV1vpaMtRykQknw+12zZCGWgrhziFJtatsynrNu2VeXf+YwWkPBDIcNMkhlR2ZicgwxsZsmttPAdhhY73Y8WD/BpUuX6LuuZj7VEsxBCI6ub1gue5YHK1aLJf2ipW1bm1i7jqtXL/Pg/j1CaGqPzX4PU+0TgguMOTNGw0vnWh6LwLJr0QRt59AitOpovUdcQ8qFpvH40LDo7GYeUwLnq9ytLW4nkKMNvNrGGSolZ+uTTxNOlCBQnKkqzH16aha46Bzega8IFTD44HrYMcVE07b40NIvV1y78Qg+mM7E0298A/8/c28aZMl13fn9zr03M9+rV1VdvS/obnSju4HGQgDExp0Ad1GUqIW0JC7SaIYznPGMZ8IR/uQJ2+GIiflmj8PhDw5LoZFtLR4phmNt1jLSSKJEihLFfQEJYmsAva+1vSUz7+IP52a+1xBBcYKgojPQqKpX9da8ee45//M////KjlWuX6sxEhgNYGXJsbZasLZSsrSkU5V0zaOYR+OT4qDEUjFHa/B1w6CE2E5Zvzr8fi/R7+lI6MRpylCJqjZmNUDxdAJRKXVtSz3XMSbalGGDPD2W8nWQcmwF5gtbugQlP2+GCegUQoQMy+jzxaQO842vaTcbPvmpT7Jv/x6OHD6Cjyi2K6pbTVLnnrKqmM7UZKBwatjdQzTRYQWOHDrKk9c3WB4VGCKYhhQdkhuMCQjSktIMKDDJEkJnB5FV9/IQi24HGm61a6STiCSXG7cpY/8LzJqsRQIJmwrFi7Ea1LNmSxKVrzVmqq8nVCRfUE+n7ForcW6mTdWYm5oYgk9sbo1p28jufbu4fmOTtZ072bFjB4UtSWJ46KHX8od//MeETK6oKsfuPWuMliqs1ceSTn8/pX70XxUZUZqhWP62ofdbInCnmKhbZQYYo8EzRuVnNzHocEtSbFAk9SpgKrajkMFCPt05dKnuNBnbfdnR3ZQkZZ5sF+T1N9rjyfohURkjW1ubXLh4lj27D7D/wAF27NjBoOoy7072NWKsUJYFO3fvYt+evexZ28VwZUTpHFEKjh2/g42rVwghUBRlztoDs9qTMJr5G6EoKsXQjYApVALWCK6w2oT0ntLZ7ppkaWlAIuKMo3tHAeXtFpXDN14/0yaoOmhS/K0NSt2rW+3OF8ZkLeSo3wMYobKGqnRUziimmJ9bpzUbppOZsj1SohqNOHHqFCs7doAYYmpZWhqwtnONa1evIBKpDBQmYkW559JtYkbbSSKS3VMgFioDKqIGFq0V2rbKTj2vhszU9+9IEepGIScxAScJ5wyIjna3rbKhOjnVlFUB1cQ2kmO5Plb+B7nUF7J7uS7dtPC80v+/a3TNo71+UYgyBY9zBU899S1+/hd+kTe+4XWcPn0nu3fvzJCaMn1CikwmE7a3t4jBs7y8xMH9+9m7exdC1sVPhocfeoznvvU0pe00VCwploQ00ynNWORelVMjkKQYtm7aoU/UUlL1ypSvRZDcQ6rQ0aOOlbOoVdNV2t2nlSVwyU3IqFCnXh0e0oi6TnifIE7Yvcuxd/dIh5pMASnkwG/YHE8IAawrKAdDbtxY521PvIOiqLJGeOLo0cPsWBmxsTXBo4E7xJpEk98HONFkVGJH8+yEYTPpInWb7Ssft0bgBtqgxQsqo0trZtm6LOJjUCoQuWmZMwsRzcq6zbYL3nNMX3pmSX9L/p3pMniRXHLOMXDoRhxS16QnxUQzq7le12zeuMG5c2dYXlmlqioENeINMWi5RaIoSw4fPszJEyfwRzxrYQ3nCqazCV4K9u7dyXS8jTEOY5Tlcn1jis/4lgUNeI0Wck0IOh3mVU88EXHOYtBJNusMTgRjNX/3TaAsLCEqX3vgHNMQsvohugGKo8nVhRpWaFbuU8QaQ1kWDEutCqyxOKf0xkFV4qzJzWB1ad/a3FYee1CtiCO3384dp07hXKHwT+ORtuXorp28EFUFMdESY0v0Lb6tmaVAzM0gm12QjFF8HmMyBdT0WKU+V0NTv7Ib9q1wJFJ2V8kQlFdvVWsMITbUdaOlPzo52C/itFBtktdht0zz7coQ6QLVQqhOquOzeLuujDT/kdTjvyF4rHNcvvIS//4/vEBVDtm7Zz+71nZRFI6mbtiebDOZbBGCR0xiNFrijjuO8aY3vIEHH7yfwgkxGJZWVjl67CiXzz9LWUTAQagITAihIUmJcapXI8aTfKRpmywxroFc4YPcRKWTNLCoHphlkXFhureY8sxG/p2aNWTNEAnE1Og0biogWYI3zCaeoihZW3aMliuWBpKrCKcChDkzDgk2tjYxRYnFMG0aXvvIY7zmNQ8omGMEiYHlYcVKVTAeJ9qoY/0iAe8bxGbOfRSCkWzLlie5czBHFt7ILZ9xk3nUKTMsk8p1duWjlnhZKCq/l9i9JyNZwFzHe3V4uLNR0EMbPLLwPX2A7gN1zu4g44d0tKHU39Zh6W30NNtbzOqaolASvojJDVJVLhxUQ9Z27GIynbC1vamLEmHa1Mymgf17djJ2iY1pTVmpO0kxmTI0DpFI20Rq7ymNI4WGqjQ0WQBoOCgJwWsqZ7U6UUU5rVJiCpq9pkwvDAGDx4nydIO02T9St7SQNVYkqT2Uj6qktlxVGJdwtqAyFmPBOqWDGQHBKkSyOWY8bfAom+Hw7bfz6GOPsrS0REKFf2bb22xeucLhBCNgEgJNPWM2m9DUE+q6pGktEdXsMCb1wckYMNZhiwFlNVDuebYza+qaZjZ71dfkq3mk1LnT5QwwqVCXkD1CSajSX1dVdKlGbozR9SHzOl4Umsq/vJmAkId3biq2MxyDZNogN/8maVJgjMlDVS1Xrr7Itesv5usuwybi1Pw4GXxIrG9O+OsvfBlbltx55ylSikxnNbv27mO6fYnYTpTl4Qa0fkRIlhgcUbRC1Sy4oGlbxJZZUCxzv1Gp1R4CQXI2qkMz2pI1mFQo7JRy8icdtBI1OSASaTTGRAOpxTdTZpPI7p0l+w8MMMaQokWCaD8ttcosEx1S2tjYUEsI0TmPfQcO8L4f/iHVYkk6DFUaYTadULQtLnqwotWgREJsoVWWFlm7SDLlTamGOiRkU96YXi097u/3kQy5GaIl0nyIBSTZLlfIi7VDAvN9pWvOKIaUUp6U7BONrmCTXuGsz02k+zLPvCU3MyOpV2/rn6urdwDvve7G2VbLdHhiijmTtsymNTfW15lMp9Qpsj1rqWNi/4El9qClo4+KYR7cu0Y9U0yzLQNVo9okzuhpilHF8YPXho1m1JEmQzUSY27qBZ34nHlKVxCCx/uE90EtypqWNmjZ6KyltIY2atMR1KpqdXmJUZWzQCPq70jCuS4jjDRNy+b2hPF0pg0xY3nkdW/ko3/vH7K2c4+eLB/wjefCCy/w1U/9Of7FMwxJrIfAbDpjsr3F9vYmVVXi8iSdYrM6jq+bonKKS6xCS0AMarE2m01opuPv27p8NY/UZ4K6jmLPuxZSH7h1/cyjcTd/sPg4HXa9mDzPA7ripi/PtvP3XSK3kNBp4Mk4Op6EVQ1vLMmoEYcRq5VPIhtEtwwGQ4IP3Li+yZ9/6s948aULFEvC9sYmSzZy6LZdbFw2EH2m2y4RU4lPBU0TaJsZszrS1NnIwZT44PN1ZPN1WYA0GZvvkjkP0iqxMgzzCLwO4ym0orr6OtGg7ycmQzeVOtnWrPfQbcvs3lFl28NSK5w+29XNNEliazxh0jTgHG1I7D9yGx/9mZ9haXmFGESNWZLn8ksv8unf+h1kcwtTz7CVUhg3NzdVO96rUYwko47xZEaQIQuN5ceS+LLz9jePWyRw606qTYW8I6XOrsz0qUUXTPsBhD5D7tbhQlbdoSB0wwZ6ERj0+jA5w78581jQcOhv1Q9xLviS8v30tujVWDQCJsuLWmspixLfeDbW12nbBgS2moZJTLz97e/gxL7Ipac+z5of0Hj1dgxBiDEwKCxlAVWllC3fBppZA1YIXoeGQtJxZvV8jP317r2aziJavtVt0zu5+5BovPLiB5WasWrTMWKjxafIoHKMlgYMK4s1qkrXifhbIxjbCf+0bG5PmdYNPpeS9z70MH//4/+UfQcO6FBPhjO2blznq3/5GS5//vMsb26ybzDgUtswmU2YTmpmsxl1XeOtpW3V9dsYQ1G43oAhJRDfUoaASUl1YZqGZjImzKbfz8X5qhy9dVtexQC9ca0YyNK1Okp+c7YlN/20+JiZLphkYX0vNrX6dKN/DbLY2Ey5uszThCpn2g2ueKDJr1R50Sk5/T6JNi6ToZm2xCYxnTWcv3CNVHiWR8v8ww9/kPNPf5rVUYVaBs6UE21Fp4XSCEkjfICmtpy9cIGXzl7DipBSS6LVfDppgzLimTcXE2RGSRKVxlWacB5UEhBjNf6GIseBSD01zGYNoyXDHXfcpvZjXpRSHD2Jad4bSgRLSDWTpmY8a8A4Ipajtx/j4//sX7B33yEdzckzJ5ONLX7jl3+FjaeeYbdYrtZ6vaYY2drcVmonaogeYlRpDSNY1B8Tk8cOU9Zdf/lu/bLjFgncXUiNeSG9zCklJ7khvxktp7tMZf5nMA/QSId1dZ1bQKQvPhOdYq5+r/9ltkp3YXWg4iL83WPp+n9lP0QkBGKXHRpdYJPxJjG1bGxuMJ1N2Woa3v6D7+UD73mCS9/8DGIty6OStgkMnMGVJcOBoZlFSqM6IurH2NBYYTyNtJJUF6XxeOhpYjpyq9TFjjcevU7ZdQNJREjRq/AUYE0XwLUSqaqSaqC2Zqajm0XUeUUiKWOyoU1sjWdM6pbW6/DA6Qce5O/9o3/C3gMHEKNd8Rh0/P7c09/ixvnzDNY3KeuaQ6Nlnm0apnXDZDZmOhsznS1TOEfbtrRB6WtlVRKCTrZaa3UcXiytGOq6ZjIeM97aJr1K1mXfzyMt/D+fFcgOisoj7ppq3V++8oXbZ9sivU7HIizyN9HRDCPIfAvQoJ+zf0mIRLpOjwZmyKAz0PUXOrEr1XFPMeDbBt80xFmLJyBlwT/42f+CEyeP8eyX/pTKgpEKkYBhCJIISYWihIgxEVdFThzfR0qRF164oGsttcoaSSCmQfLwGV3iLSknTLMMY5o5Kycqiykli6QZ0Zf4doh1cPToMqurhhQaTFrCYEhpiyjbqGjXUu7zeJq21rVoVVX0tsPH+Ng/+efs2X+IEE1mE32etwAAIABJREFU3QAx8Zk/+zPOPf0Me5qACYkDK6tcn24SY2Q83qZtPa7QaijRDVJBNIZoNRnRboNKT2Vo/RWPWyJwK5SpoVTxt5CHb2zmUpNNPrveMj1sotmBzCGNXt41304Xe/sB+e4Z6bzd0jzP6HJ5hWNkfqnNn1Oy7neHhXebSsRmeo8xhhA848k2TTMjkNiabvPax17Pf/nTH0LaCdO6xliHBI+U+v590zAsLCVGqYNWXYHUZq1V3u20pk4RQ6FO3UnVzshTpw4U7xMN4AajVMgUkcpRDQqqsqB0BmcNhdXyTIxalk2zJkw0FmuyubJEpfQl1f9u6kDTaGYcjeOe1z7Ch372H7P7wCH11iSPy/uWzWvXee5bT7E8rpFZg8TE/hQ5ujzi/GzGeLzF9njKaDQhlgU+88dNMlgnNE1uT1mrTaCocqb1ZMr21pjgIzv27vu+rc1X7/A9Uqu4bW6QR5U4TfmijTmAApDaTJGThabky6CP7nd6IeSYlld5DswdgwQWzEnMwtaQ/RdNDobkV9clUCnkutMq1xxR788mNozrTTCWJBB9w8c//JO8+aGH+NY3v0bwAoVD8NhY6jUkqtKRYkuKFTp65DEhcceRZbbWh1y53mCKOpv1bmfWtUBq+u0p5slkSEhyxFjgY52llS1VCVVlcQyxThguVRSlxYeW5HNDlo35tR+G2qcSoU2zbEiciNmh5vCpE/zsx/8pe3buo4kQrWBDwuLZuLzJlz/9F6wZx7CtqVpL5YZ8Y7xJ3O3Z2rrBZDZj1Y0gqXIjKRIk4UJmlZlICoZUeKKdvKzq/5vHLRG4540XrYSiNZhkNesjqgBV16Wka6zozmXQD9sKN+HRi9lI7B6/f4wuyHfPnz+khexdMjwi8z9C0FwJWLiQ8tc8lix5N2lzRrO8vMS+vfs4evx2PvrRD7FjUPDS82fY2hpTDgpqP4OokEVRWpqmxdqkE4Qog8Qadd4wkjAZQjIuYhp1AhJj8RHaRullClNAURicE5J1OCPEACEmnIkMKsGV2tQJIeCD0DSRGIJ6bJYOSV6hpZQI3lO3DXXjaVsVuBJnecPj7+R9P/5h1nbvxuSgnWIkNC31ZMyFZ55idvEygwsXSbMZjUA53ebI8ioX65qt7Slbm1ssj4aQlkhJJzuNKzXURDWI8F4NHmLQrKWdzWiCZ7CyzK4Dt3jgThqgda10KaPJbAilW3Y67jo8061jWbiA82ebB6JytqMP33/3sqfts+o89r2wnm/igZNxbsjXYUdRUz50koCkghhLrHHZIizRtjOMiSyVq6zsXOOdb3uCdzzxdkxh+caTT5LKbPyQvD5vQgfnTAJpUOGokhR0hL2QJU4cu4ONjWeJaRnFrH3OhAvU9rMF8TlTVqMHI5bCRTCWEALVwDMaDDFSZG60wn0hzBBpUZ2VAkPVp7WdLHSIniAqeueT0Hrhrtc8yI9++CPs2nOA6BUesVGwST0/vvaVL2HGU4p6RpFqiuhIs5KDboUbraeVxKUrl1hZPY5PoYdE+o02n/+QQqZCZxnZ75ByfzfWZUeA/xt1uU7Az6WU/lcR+R+BfwRcyX/6L1NKv5vv898CH0PJk/8ipfQH3/E5mJdxKQdlZy3WqhBU8oEY1C/C5LJ+nlErfceggVuD6zyb7sq+vlTME1ZJFB82yEJ3vgvSi3wSFpgtC5dQJ4JCTlisZTAacdvBQ9x+7DjHT57gxB13cNuRw+zdvYtda2sMysSlcy9w+cJZpjNPJQZXWGaTGleouFRVFoTQ6oh6545twFWOSYzEsiAlofZ15qM6pSC2ATewqveA4ENSY+RCjQd8UBf5snQsDdQjz4egEpp5UGlQGhJO6YXdgEiCWdsS2jY77Gj+U1QVj771Pbz3R3+SlZUdiruQh2W8p5nOWL94mWe++U2Wzl/AX7kEKWGimrAu+4gDppMZm+tbLI+WEeMoXKHjzpiM1etm0npPrBsGPip3u2nwMTBcWWHP95Bx/12s765SWxi2xvT4pgaLTlAN0wVYMwc/ephjMQuTnB3PE5qUesWS/m/617AQvLvf9PrakmckELL/NhCw2ZVeyBPC0WMLy86duzlx8hh333OKfXv2ceL2e9h320GWBxUm1bz0whm2tjdYHjiSh5SH+XWgpnM3CkAgpG5c3WNSZDSIrIyEzbElSQPJIZKNE5JSWE3+udteuq2mniasLVgqLRIMVgakbtIyM3UkVfSnoW8IS2a4qMKij9Amy6RNPPzYW3jfT/0UxcoOQrAYccogTwlSZHNri699+pMsb80opw1lTEhqSHXLWmG4ESKjpR08//zzHD9+VBuRdNdcFrfrzoWo5PTca/R7CNyop85/k1L6goisAJ8XkT/Mv/tfUkr/0+Ifi8g9wE8B9wKHgD8SkTuTjjJ920OMoawqWt/m3V13Scl2ZJ0UEqb7XYcV6U5pemF4PSGmg+bSQhkJPYYHkvW5O9XANL9zTr0XyYD6q9RnDUYAVzBaXeHggQOcuutOTt99N3eevJODBw+yc8cOBoMBhXMYK4izVKUwWb/OtYtnuXH9MqZYJvkCZ4XCaZAyRilBZaYYGZPhIgIBT+mEGFSzIqIslhhUA7wqVfkPUVZIJeB9HvBNkaWyoCgKfIy0QTMWVWYLOKsUv8JaolfLLGLEB09Iyp5RwozBJsENR7zx3T/Om97+PobLI8ToawkpkkLA1zXj9Q2e/8Y3cZev4l98EWkVKjApYWLi6OkT/OCpO/ni17/BtG7Y2NwkWcNoMKKsHM4aQp2DTbZkSykSpxOM6Nh+IrG0PKIaLX0Xy/gVj+/7+gYwTl1NOod2MfNGoelrua6Bkhdt/2MXtBfofX3QJmPCC7MJzP+oU9a7KWgvYoBI1jAJiJ0PYackxCgUdsDajp2cPHUH995zirvvPs0999zL0mgHJKs9I3F6jSZPSoEvf/6vsU4wIeX5C7WeQxyqDaKaKEIC05K6GY5gcJIYDQq2txzRqf9jSgsN1wQK48T+Wo5EUnAMyiFLowJJU4zkqWTToNOXToWucPkx2vzP5itdpXI1fDu268AT73gf737vjxKXRyRxuJQpkWjQ9qnlmc9+FnflErIxYRgNNlqiBBoTOfXAKQaV49K1K0wmU65dv87OXTt1PgGLSXYB+l1sTMabh0++zfHdWJddAC7k77dE5BvAbd/hLj8C/LuUUg08LyLPAI8Bn3mlO+zcuZMf/tEfYWtri431G2xsbrC9tU07mzKbjgmTGvF5RDVlHDtDEnOJxgUqX59BZJC/Lz27hS75b+aLfBE375ocOnGfMW9jKasB+/fu467Tp7n3/vs5ffdpDt92iLXVVapKdTaMyZq/XemVEktOSL5h4/plLp1/gWbWsLq8hMQlTH2D0gqT4AleN5DaRwpnSUbAd+YQCVdYihQJJKoUmWWdFmOMem4aHQICFd8qh6pboWWYMJnOtGsvAk5fo7OG0irlK4RsIIFkiEKz544maRCGu/bxth/6Ke579E1UlfJf++ogRnzTMhuPuXzuHGF9HffMc7TrG7nRG0kYxBnueP1j3PXDP84T58/zzNNP89KLZ9iebDPenlA3DuNarHXdGtR+hjEY8XObOklY6/62Nf4dj7+L9T0cDrjzrlPM6gnj7U3qeqYazkGV6OjOIVH1qHPmcRP8keb9lK63k39BJy3SJRiLeVqP9PUwifQ/6/Oi9DoMwQspWfbs2cODr72f++6/lxN3nOTUidMsL48WNgd0NWi01oxRNJ9++qkn2Vy/pr6mpmC83TAcijY/U0OnoU8nAkXs/xlRa7LBoEKos9Wsz9VugeqJ500gCaBNXUwLxiI2kMw4yzNniEcaOjVG3chm+fkTnUFDmr8C6gB1FN7/wY/ylifeQxCHz8mhzY3ZiHrATsYbzF68gF3fpowBm4IK11nDxBqeeNfb+eCjr+fr3/wG33r6G5w9e5GmCezetZvCqphd7sLphmlyMZArze90/Gdh3CJyDHgt8Feoyep/JSI/A3wOzVpuoIv+LxfudpZvcyGIyMeBjwPs33+An/jABwgxMJnN2BqP2d7Y5MbGDa5eu8LFCxe5cvEK165fZ3Nzg8l4jG8agleNApHYK92ljP1Jx5mVedYsOYgrdGL6D63HC+cJt5ZhxjAcDjl022285v77eeihh7nrzjvZs3cvw4HyjsVarFHBJZ2e0pK3E30vCkthLNvTGVfOP8+N65dx1S6sLYjFDkI8i7ORYSE0SZi2jQZwVKvCkTSb9TGrHubBAlGFPJ+6azoHt7yp+RQJXjeONiSIotOIzlBknBKS7vzWELJugBFttMaoUIk1Bom61PcdP827fvSjHD5xD65UU4V+o0uR0CpEsr25SbO9Tfzm00xeeBETtIEaRHBAdeJ27nzz4wyWRhw/fgeHjxxhOp5w/uJ5nvnW05y/eJG6aTGiMgjzTDRjkaJTZ0XhaGMkNK+OkcL3b33v53/47/872rZlPNlm/cZ1bty4wcb6Dc5fuMBzzzzPxUsX2RpvM5s1Su9M8wGkRZikN7RKuhZMp+eQuhDaZejdzQooGMizEaLepHSmBELCsX/fPh555GEee+wxHnr4YdbWduXzmk+w2IyGdSmOMiPEaBAJeLY3r/FXn/kkw+USmwxSDpmNW4UujI6YR2pC9qMUydCJmJyZCzE5rCuIady/f5LPF3CWX+jTiNhnrDHNcEYdhCQt0U2dSlzKSVQgUS8wxbKInaj7ThDHpEkMd+zmIx/5WU6efq3i7wasgA1a/XeGFi61DKZTxmfOwYZi/UJDAmopGR7Yx7G7H8AOlnn4ocd49JHH2Nxa50tf+gIXL12kKgesrq7iHAqPRJX1SNLJUWuv55WO7zpwi8gy8Angv04pbYrI/w78q3wW/xXwPwP/4Lt9vJTSzwE/B/DAAw+kO44fnxP8vTquz+qa6WTKeHub9a1N1jc2uH79OlevXuLi+YucvXCBa9euaSCvG+qmUduzPMGox2KAni/yju4kQu5eg46BWwbDIUeOHubBBx/k4Ycf5cSpE+xZ28mgqpSBYbMynsms2Yx34TNlMSY1Mbaq6QFQT7a5cuEF6tmM4cqQGAOT2mN8y3IplAU4C8YV+FbZM61XHQuyaa/KnUZ8AN8afKsZcsrDSgkNsMrtDhRZsMZgcDYyKB2DQQVRDZgl8xlCaHp7txhjVl7UfyKCcSUnXvMob3v/h9m9/zaMyzrFGeYPGZ9t2pZ2OqXZ2sa+eJatz32esmkIzJswZlRx+v0/wujwUay1YB1F6VgZLbN7z17uOH6KCxfP89xzz3HhwgVms6n6eOZqIOThiCgJW2jZ+2rQAb/f6/v47bcjWcKV3HT3vqVpazY3N7l85QqXrlzm3LlznDnzAs888wwXL1xga2u7v4B7RshCE1yhpJuD9U2vA9X7jjkjMaLGzs4a7rzzFG94wxu49zX3ct99DzBaWs3wof4tJvaMDsmQilaTISc2ITfMDSTPN77+RWKc6d/YkiZA65NqcqQCYwqEVnFnOsMRkJQdfQQlwxmDWD9/zxKJ1Ohq0x5OSl7hnVSSolC4QFVZbFrCUCpynGdCNHvtoChDypx1hZiEkBx1cJw4fS8/8hMfZufeg0QKUj5XRdSMu1PVlRRxbcvGN57hxc9/nl1SkdIYEAKWbSl44zsfZ7hrD41V78xEYsfKHt72+LvZ2Frn+TPP8+LZF/Hb2wwHA0iRkOG/iBAShO+wrr+rwC0qEPAJ4FdSSv8hL8xLC7//eeB38o/ngCMLdz+cb3vFw1jH8spKHwzJQyWhM+BtPU3bUtc1da0qfePtMVc3r3P92nXWb6yzsbnBjWvXuXz5MtevX2cyGeN9q6V72xJ8yPKMfYraP58Rg7GWPXv38uADD/Lo6x7j1MlT7FrboQMg1va1qGR2SsrKdfpAWnrqEEC28Uq64AvnSCkwm4zZXL8BqEZvXc8489wzrPobjA7uwBYWZyGlVgdMYkIspCA0AYKPNG2kngUa72lrr+40QQ0OQtQGrhRKsFpy2QXECLYwlK5Uuhc+9wUCJjfCAgkn3XBI3uS6SFsOefjxH+T1b/9hllfX1KnG5kZW975jILQ6ELM9HuPPX+Ls7/0udnOTINJvnKUx7HzsEU696z0q1t9vplYlDIwwGJQcOHiQvXv3sb65zvmXznHjxlVa3+Jbn6c/AzFFqqpiZTRiWL6ybvEtsb6NoSorJJncWNMKpXQlw2rAymiVQ4cO6/mMgaZtWV9f54UzZ3jqW9/i7EvnuHzlElevXuHajRtMJlPapskyBxqUewaC5ECbMe0YE8ZanDGEENi3dx9vfetbeetb38L9991HNRjmCkvPkTGLeLpbgBMDYrQHpWmFwg+qgZ1wKXLx/Essr6hSozcQxw3r4y3279qhOX9QiqFeSyFnxQ1JttT/VFrV3o/biNVpWEm60ZBUpz2ZBjUK16AcQ6B0Q5YGRqUv0gARzexV1yiLYCRHRy/GtLpxADFVzDy89R3v4fF3/xBuaZUoNmfkSv21GWP3HSMoBrbPX+Y//cqvs0aiCpFgIETHFMeBu+7msXe9nViISimLVgeSz/vyaJXX3P8Ap++5mzMvnOG5Z5+laVqqoqDNCcortyX1+G5YJQL8AvCNlNK/Wbj9YMYHAX4M+Fr+/reAXxWRf4M2b04Bn/2OzwEUzulOjQaQ0lqitRRFQRokhikRs4N68IE2eI41TQ7mNbPplMlkwub2Nhvbm0ymU5pZTVPXTKczpnWN957oVVSJGBUrFcPSaJnjx45x6uRJdu3eRVkWOrSTq8S+OUenl6LBOYa4CIrnIQWIQTnYRaG6DikEgm9o6imYipgi1y5f5C8/+zmOrRkO79+BTQFrHKVTjQaH4FtdoI5IK5Ci4B0UCNFnal9hiTFROIcUyv8unaMowFpRbRGjXwWIwVMY1Zzo7N6c04vcE/opPDHCYGUPb3jPB3jg9W9jMBwh1vTvvztvalQS8N7TzGrqS1c59/t/gD97PuvPRG3GiMXuXeP+D34Qu7YLh3ol5toVQWiCpw0tw0GFD4ldhWN1eY3xeIPN9etMJ9s5uGmBXBQFVVlSfDv5x+/y+Lta3xh1Yw9Kf8JiCKI8+0wMxEkCCwMbWdm/wpH9h3n9I29g1s6YTLdY37jKpctXuHzpGltbE2bNlOl0ymTcMJ1O+mvBZ99R7z1t0+KM5eChg7zudY/y2GOPsXPnzqzk1zX+VBtGg7/qePftQMnwQHaSRzo1woBLFqEi0WJCpJlNsCWEOMBguHTtCt968RmOHXkUQ42TFmGIpBJSiyS/QAwQYIKQWB6qM8/2tCUFyT2XGZGQ3XxUk8eKoVwBZyNEl6csG83EMZnrHXJVrdomaiRiIBsPt7bi/R/6EI+9/gmCVESpcqDvSMK5ukvgiKTkCRsb/Nkv/T9w7jIjIwRbE2KkFcd4MODdP/VB0o7d+G4QzXQysxrAtRIQCltx54nTHD10Oy+dfZHNrXWMgWpQgEQGg/IV19R3k3G/Cfhp4Ksi8qV8278EPiQiD6K52RngHwOklL4uIr8OPIl27P/Z39Zx19M2H5GJ+kB6excoAbIXXqpgkDUtQtAMzHuPb1pa36rrer495KDSBq9MhKgiUKH1xJhYXl5mdW0HgzI7g+TMOUSPKtEl5hKLPVpOUAVSlI5osiRl5mAiFK6gKF2PzhjJo/whMJtt8/wzT/Hs82fYedchxnVDUZYkItYZKnGEqAHP+kQhlrYOOOMoXKRthKowNG2BSMRXDokp63yotZjNbBUFs1VnxBohGafwiURMTBCyqzWCT4kUPJTCbccf4K3v/QmOnrwXcQW5iNDGT+xKd822Y4ikumZ87QZbf/GXbH3xS5r9azVKEigKy/H3/xB7H3oE23GXSdmIVTOhtmmpm4YYIlU1YGWwAqPIYOBYWVmmnc2YTsY0bY2knElmhcTv4fg7Wd9A1z3seyiaDc77LAucJ6SbU7CGorCsLC2zd9d+Th4PhJAbm1H9TrufYwyEmNc5MJ1OGW9P2Lm2lz179iBGCN4TQ+p7IZ3uz/z1ddn7XFRtcWahH1xEjQVIOgyj8LdmikYioW35yhe/xNbWNtvjCdXykBgKMF0/wkLyGIpOHQ4oMRLYswaFHXD12oTJpNHPKjqwicYHrUZTwpksDOczmVGy2mEKPZ0youJvYlRyyicIWBov7D94O+//wEc4dfd9+GQxUqh1Yc5IEklV/KI2O10MVHXDF37zP/LsX3+BQ7YgphaJKtWx6Qz3vvNxjtxzN41R4xLyQJVe/47IBETlJkTUzXI4GHDqxClCaJjOJjTtlBgDzr5yeP5uWCWfmp/Sm47f/Q73+dfAv/7bHnvx6OKjjqzG3tHlZQ+c/1g0uwWlqDlHURSEbFYQF+6vcquZHxmjKso1DeTg2uFPUVdgbv7lAJ1VAkXU5byjb3UdeiOijuTkZd5JJ1uhHBR9Iy2JYJzDOWG8XROuX+Yb33oGl/RNb21NWV0p8+NGTGERH5T1lLrZOYN1qm9skyDGUhiIbSQUkgOlYoua/XdjyzoB5owO+1uxyqgxekV2oSLmhbq06yAPvvUHePiN72S0shuAttONianvHaSkQT+ESPQtk+mUyVe/zoU//ENoZr3qGUZwIiw/9lpOf+CD2GpAV7nolpJAsvJhVBx1NlN9FVc0DAYlw6URg2qJZjBjOFqmbRum4y1iaDHG3syA+888/q7Wd/8iu+BNApkPyMAizzs3x/MSdBmWSJkFESSRrCFGp2p34vO6VLaEDpt4zNpOjHH4KD2UZ/JG3jN1IO+u+Vn7VlD3kWhVgJBhEtDeUAFZ8F/lahUFIQnOJs6+cJZ6MqM0A55//iV2P3CaEA1Q632SQhGqYhkyVa/EEEDGrC0HlqoB22NL69Xqa3uW7xucMk6SIdESxKNToSnDgdkpHpuxdH1fQYQ6JIIpeOJdP8jb3/k+hqNdhGRIphvUg07kS0hIns50JGxoOf+Zz/HZT/wm+2yB+JZkFY6qraM6dpTXf/DH8MOhurh3EImkDNV0xscNKZXdk2WWVALjWF5aJsWKtm3yPMO3P26RyUkNCCZp06+j78XcXe/D95zbdFNQ7xZlF9C7gAm5kbOAl8eUcM6RQCUk/waYlFduDiw2azTogu8ybnrVur7apzsNiaoo8m7ZTbmpKYIrHL69wdbGmLPnL7O2sowBbqxvsW/3iGJYafYbW238Wa0wYowkExAjlGEuwhWtyrSmKFA4pQ0KJLFYtGIIuEzZSxC9NljaRAhRTZaJJBHcYJWT9zzMQ4//IAcOn9QGDtoT0KGMzE/oYkvMfYjQ0rYtk+ee59Lv/R6sb2gDLnmSqCKjO3KAB//+x6j2HuwHpeacY90wtra2KIqKoihp20Y3BFpCdvUpi5KiGlAOlpAYGS2NuH7jKuPtMXMH6Vv46For3dBWzrhjSi+Tsly8i1Yk2n1E+4WgU4y5h6ICS5JhPbWwU4kCNw/WooNsmqTkF9NVtugM8pwqmK+3jl5Ldyl11UEO5WIz9JCt/YzFlSX1rKEo4OqVyzhjGQyGXL58ne1Jy/KgU/FT5T6SvgrJgy8kHc4xUhBTjSOyNDDMZolgoSocAaHObvRVYTXhSh4kYk1n7zbvP+l6M/hoaJLh+Kl7ee/7P8DxU/fgoyGKDrRFYha/mq8lSYJLUKREEQP+4mX+4tc/wYqBQYiIhVmM1GJYLx0//vd+hmLvPlpxJNHAbZLBpKDPkcYIy4iZquhU59yTn1My2QERrLVzxtC3OW6NwJ0SjfdUWTwfMSSTHdt9yJ6Qi2EzL720MOGYA3z8NhBK27bKNsmNyfiyTL7DbE0W6jfGIsbpoE/+/Zz3Kr2reX5augwmRDUcGAwqpHse0bH1pZWdrO3ez/nzF7h2fYOmbljevYIlsr6+yfZ4F66wDMsiD8eEfvc3JhEC+SJUimFKEEz+GvS11XVg37E7Ofnat/LCs9/k6otPw/Sq4pcZ3zMx0kav2sfFgKUd+7jtxD2cfuAxDhy9CykUg4+pa3p1m+d8s0zkfkMIpLZl88o1Lv1/v8/0qadI2fas7nQklgfc/dMfYd9r7kfy0JRA1o/RrK9pM1fcGapiCTC0ba0TpDFRR21Ol66kqgaUzjIYLXNwMGRjfZ2rVy6/+ovyVTy6Ki11ScFiVzvXe9rf0dsWGdx9NUibsdo83ZogSewd22PWX+921jRH9SDFHq8lr2UxN7++/j75ZfVBu3stGSrTSWSHRUWmNOHW5OHgodv52te+yNJoifX1TZ34LS3ih5w9d4k7T+1HomahKXO5STazplp0pL1QgwUGpBCQkCjEUDiHDZ7COB68726GwxFf/eqX2b6xgZMSaFS3R0QzXXGEkBg3LUU15K57H+SNb3knJ0/fjymHeAzRpP4TlgXYav6+tePmUsBsbvKn//aXWX/hDLucw2UNJaRgwwmP/NiPcPiBB2iMWvl1FaU6GuUsmxaTHJKWMKbuGTw+5WGiGPtEMUeeV1xTt0jghrptEGOoigJjBJfLBJ+yJVLXac2ra674AAvgHDFG6lqbkt77nlOdFrKyxBw770TiFQqxCn0Ybc6lXKr20Igx3yZoa2mKV5izGpZY5wjNVE9MqWPoo+UdHL/3UZ595mlmswuIQOkEa2BWe65c22Q0LChsHqaxWX3MOF1gJhBq1cAmLzhjJL9HTdqKpRGPvPcnWdt/J/vvfD1bV17ipW99iYsvPMVk6wouRqqVPezZd5j9x+5gz/6jrO65jWK0ihGdZAsxEKNkjE/fX59pdQEoBr1oQ6Aez1j/k09y/bOfVZ2TrLFgRUhW2Pfud3LyB95HKor5mTI3b8B1XZNCpKkbykJ9LGPIgSiF7G4eqcOMtm0oioJBpRXMjl27WF5ZeZVX5Kt7JKANIcv+5rXEwiZGS97Gbr5UUyd0ljMIVJcmBtGeTWxJqc0CmuanAAAgAElEQVRwEyCLwXdxc+ieJwcjEVUEzMF6TgFEK81uEiTfU1Aj7W7HdcYiCcbTMcPlAcqkctxz90N85atfYWNzyvX1LXYMHM4ZiqLi3PlLHD++l9I43UgW2F1abHgi6v+oJgMlCsl4jMlWe7Zkz+7D/NCPfYjB0gqPvfld/Mnv/w7f/PoXCT4hVvXrUyzYvfsAR48e49hdJzl24iQHDx8nUmqWrRhk/mRirlbmAXvxHNjoMb7hyd/7I575zF+yZ1BS1C0pQkjCZmE48shDvO79P0xbViAmF1D58TI/PTADSh0KokQ1U/KmTc/T6QfopL/qvv1xSwRuEaH1HpFamzHGYURhimRt3pVS5h/PjyRk5xbVZ57NZkxnswUu9wKcQl7beWGa3gpL+kxbyxObL5bsx4dmFItBO3WPJokUEskH5Xa6guHSgESiXr+KFEOqpYFmyWXFsZMP8NCbLvPks+eUpmfAGbVwunxlnV07RhSDfHEbzahCCGoiECGYBlcWxOiRgqxlYrBW7c92HbuLtX3HaGcTjAhr+4+xsv84px7aYOv6eYaDAWt7D1ItrWHKUhnuSZXKdIRXgQuTDWU7qAR0Aaa8AaY8rBPalunXvs6F3/pt0uYGIZd9UbTycadP8MCHP4qMVlSVI5fqBi0TkzG0tadtAt2kaogeZwxF9pjsho66c9ltzL5pcFXJoKoo8qZw6x5qXWbxOFvmjFYvcNWh9/TiUaABO3+fYsLYEmsNTdMyHm8TYsA50w9R9QNK+bl0pc9T6k4P4+WTkz2XOp+XORd8MfufBxcQnCmwmXVx+eJZ7jh1hz6DsezYsY/Xv+HN/PZv/b96vdpEwmFQ39gzZy5z96nbiW3AZDd2hU0iCfV31MzU5+oExe8l6uxEUXDPAw9RrezBJ8fOA3fwwZ/+51w89yLPPf9Nrl+7xG23HebwkaMcPHiIclDioyOlghar8EUWyJLU4fsZ/+9w/5edtyJFLn3uK/zZL/0aa2WB9Q0mJtokTIyh3beLd3/0I8jqKsGa/LgxVybd/HatDVKGYGb6vlMJUvcwmA5o542sn0N55dB9iwRuzRjrVsecjYhOJIqQrMllulVL0BB7DW5JSfHV6YTZdIpv/U14yk0L0Yg26Hoc3GKN8rclc7lFujJOcV2DvrB5Rj5fzpDHwn3sS+Dh0hIuMya2L5xnuPcgIWqXXcRQDQc89IZ3Mg6WjYknblzMDVmYTT0vvXSF0ajEVAVObJZmBYgUVYnJll0hFmjmpsL7YgqKHfs49ei78F7wUTFTQd10imrIrtvuxBhLmzzN9iaDwYCyrPp+Quou0JyBaek8H/zoA2fKgxIxMXv+RZ791X9Hc/kSrdHufRsjksDvGPHQz/wsO47d3rGftBzN+jDGKD93Mp3lhpjBquwc1hgKN0BMS9taCM1NTBbQoZ8wm+GbhvJ75HF//w8NCrPaM6pU2N+gCYmR2GeANwXsLjM3BePxmCtXrlMWFcMlh3Ogll82/33uv9wUeHOQzlDeHDaZV1DzC6nTS/k2WLt0UI7Rse/CIgEIgen2BtbM14Q1Jfff/zDj8YwzL5yjqW+wNKgwpmVldQfPPXeOnatL7Nu52lervShHHCAUwBRnIjEJUiRMLEgilMWQJbPKPQ88RBCjVFIM0QT23H6IPbfvRxDFx6OltQWYUt9vopdg1s8+0RtbpLQQMtQkIpLFXFNifPEC/+kXf5ld1lHSEFC9GS8l69bwjg99iOXbbmNq1C2KTtEOZe7EGPB+jNhK44ckEjWGIYJFh4C6TTSx2L97OTdj8bhFArfgXEE7mzGrZ70Aj8uNRme1Aw1k23vV5JiMlWrUtm2mIwnJdEtZaT1i83hshh/I2bbKUxrEdkEbSCmP0afc0ZVe0KrbETp3ihQiMePmCRhWJdWgBBJJhOvPPseh1T2qr5wXqYhQVUOeeOLdPPCa1/L1L3+Biy89h68nnH/xWTbOP89zz53j5B23MbQGE8AY22c81unrtCl3y2PGogX23/Eadt92N7M2aBkuHdErz75l2EGMumNPpzVN3TBcGmKs04WdYVAN2vNSbV5mxzwpKcSr13n2136N9Sef1MzfGnz0RNTl5Pb3vItjjz9Osmr2qyXwAnIoQt1MSSHmZrLtM0LrHEvDitIXzGYtTWNpm5oQlUomeUgrpWyjdYt7TpIEMYnWR2a+ZqksILvJIKqtriJMscemrTNMpw0vvXiGyXTKnj1rrCxb6BzNs6pdx1yA7jyxkLx0YGKJTjuq5Vf3NyIm/z5m9lJmaknXikbvY8C3sGrLPOHYECYzCsnOSBKV5YIgaZnXve5xDu4/yJ9/8o959umnsJKYTdYxgwlfffIpHrzvLvbt3EHynq6ySzSo8NKAvl9FQmVlLQ3LPPymH2C44wARm5NTvbb1s+wyeL2+fdsy3t5meWmJ4WCg/qqZRpP6aUrm1GMBE9FmoTUUrcfdWOe3/7f/g+m5l9jhLG2YEaTFW8v1lDj85rdw8k1vYVaWBNFMu9Pq7yhBs7oGoLIGpAVKoMXgcVS5Nasicil5YueX+Z1wEm6VwI0O4NTG0LYt1mg2LEWRNQ4UVsBaSImmrtlYX2c6maJl2kLw7Zs8KoLTZ9Nopo2xKhnbeegJuemj8qEi9NojHc9Sg87CJxkTwbd5hwRjLcPRMF8ICdO2bG2OGQ6Xbiq9Ym5CSM7O73voDbz57e/BGcN46xpf+NSf8B9//Rd4+pnzHDm8l5WVClcUGe+fM2cUC9NgGoHRrr0cOf0YbcgbTIeB5wu4G3LoJupEBFuWxBQYj7epBgNcofSkxWZUH7nTPHiLCGlrzJnf+h2u/PmniL4ldlonxiI+Ut5zgtf89EeQ4QpkMa8OTzX5wWKIzKYzbFnhg4rzdJ+5tY6qLLBW8ciOOEg7y/xWm81dkzJpvlNqcgscWlFarJ0w3hpQ7ShxptX1GC2Spwg1ALUYlzh/9hLnzl1gda3i8KEDlFVBimGhioQuvJEFjzUI5qqy+8xEUBW8bPrXy2XmDV3Qqi0Ld+VSFh3E0YdXM+m5wqHEyMUr5yhdqZ4ndj6cgzEUwwEn77mX43fdyWR7mzCb0dZjzjz7JL/9iV/l6WfPEo8EDu3bnSmNAWOSmlz31MdAEpVybqJh94FD3Hn6HpUh7pdoVyHk94HpKbtFUSAiPHfmBUbDAcdvP0aISTV80GTBxJyISCcipZTyIkSKpuXTn/hNLn756xx0BbRToo34KMycY7q2xts+8gFkWBLNvKJJHcU2qRTA1uYmu3YtY80Ccp0RBu102Fx4JJJk8axu935Z8bN4fE+TC6/eIRTWKU0vJR2gqVvaEHRkF3r7KkNie2uTelZnCEMvdGst1uljWFfgCodzSsuzxmKdxVpLYZ1uCt3kLYmYHdNVAzxDKFmqdI56ZfggBB1iyFTFKDAcVrii1MdC8JfOYosSt7ySneOlb/hPp1OuXL7A5UsXCa2KxCeEwdJO7nn4zQyWd7CxVXPmzEUunL/G9taU6aSmbXTc23ufhy0SxIQrljh239vBLWvDMKb+nHebhM1wUKcF070dZwuqcqgyAuMtxdYk/zLNy+eumjExEeqGq5/6DC/+xm/QjMdIBxnlxRZ3r/LQxz7G6PbjWLLSYF+ad1m9MJvOKKzVic+O6yqp10AR1Mi4sAbjJDe5it6sWAScs/m2WyL/eMVDBJxVfrNvA1ubDTGzDID8WauphbOO82evcPXqZY4c3cf+ffspC4vElAeNbJ9td5on3ZHBADo+g24Gms3GFHLlpxVXN4CjWLtZiBFd0I5aoSFMJjXDQZXnChJlSFw5d4b9e/cpHCCokqUBWwiT2YTzFy5x8eI1bLnCaOdBdh44xiOvfzt33fcoxXCNcxeu8fzz5/Btwrkh/fWVGU0J1QD3WFKxwhvf+k5cOeyww5cFtW4j0iWm+t5qsn3y2DHa1vNXX/g8dWgoXIFLOrgT80KzOSEJRqhiogiep//0z/nrf/8b7DEW284IqMRxMCVXjeMtH/1Jlg8fwIsG/iRdLamBu7CWrY0NlgZDKlf216KQhdLyZ93fbrRPoOPx3fl75TV1S6x4EbBOKIsiy11G6rbBOIVKJE9MAkzqKd5HrCv0JJl5ZswiDt1/vbkB2Q/uQBZPT7kh2e3aeqSUTQFylqNDlTpx2bFMBN3ZR4OBcpOjWk9d+aM/YPvCNbx1DHMVQEpcv3GVb37tKywvr7C6toeiGNA0nrIsiTFRDZdZPXyCM8+eYW2kugUbG2OWqoLRypBBWWAKrRZMDla7D59k5+F7dMioy4u1ozoP4ILStyAvkNz57vE9oZ7O8LVnaWVEUQz6JqyJEI0gWcd7/OQ3+fr/+YtMr10D8rRllykVhrs+8GMcefxtyi4RzbTn8AhgRD0zQ6CsBrkKAMkVkDaBFaLSi08buMk5xX1NpqHlSggx2TziVj50yg8ZUJaB8XjKynKFcXQkTWLyuMKwvTVjNmk5fPgAxnRyulpBpf5inl/4+rPLawyFCxex49y3mGPhpof7FrAxusWSUuyvAxFL00SqcsDAlj1fvtnY4JkvfYF7H3iEaA3RJiQpbff5Z57jxvUrHD18O6urOzGUWa/b4kns3X+ML7efZ9kNGU9mPPP0s4xGQ0YrS6zuGOGsofUtMYH3MI2W0699iJ37b8PbEhXwif0n0FWSN33aiYXrWTh27AjFhYpPfeovuO+euzl06DDeN1k+1WAjtAaKJLgU2Hz6OX7/5/8tu0Qog8eLghkRx3ow3Pvud/HgE28jGksyRtPn7nyg8aipPfVkxt69+yF5VNY2z1OAQjU9lp3mlUOuGm4+z3/zuCUCNyik4ZzLhrEzWt/imkxCd1r2TKYTmsZjbYFIyMa4yv2WhV0sLZRPXbDuRtITHaSlVCtrO3lH+sZMjNoFT53etVUmSgwdXp1xBCMMl4bqh9g1zbavc/HTn2F01/1QFTr8kGBj4ypf+OtPsX7jBnv2HmQwXKZta8QKzjpiMpTDZd7/kx/jC3/1OS5du4wrHFYs0dfMap+1R4SqKCmGFSu79nH8te8iiuvdUCQ7ovcg2cK8spHuq+7wkjemEAKDakhIifX1DZaGLUujZb2QM/YdYiRduc6T/9cvMX3hBaIRrHpuEa3Fhsjqow/zmg99GFsO6KGd/tDXFlOibRrKqsLmn0XmcEhXCZE/ZhF1ljfBYu18EEXfbqLT2rjVDyMGJwPKYkzjPNNpyWgVUvSAw1rtr2xubbG2c6lvhouoGbPkwNrxPHqcWmuThWfKQb6f/hME18Nc+hcdgqyUS33sLpPtmsAGKwUptiwtD7EBQP5/6t40ypbsqu/87XMi4t6b+fLlm2p4Va9GTcVgSYiSVJqsgUkSYAGSrAHZyAgEXu1PXqtXd3/xaq/VvVb7Q7cHjIUx2AghsDA0zSgwIDDIWCNCIFVpqirVrKo3vxzvjThn94e9z4nIV1KVkIT8HLWyXubNm3EjTpyzz97//d//jeSez3z8L9h57Czi4mvRlgJ33vVJTp95mFtuuZH1QzPLKeEiUQREOu540cv5i498kEuP3cds1rHoABLbl3bY3tpiNoP1jQUa5vSpY3H4Gp75rS8k0aEasVqG6ciOxLmakC2/EUGDdXk6efVxjm1u8JG/+CvufeA+nn/78+liRFOiF6VNEHQgnTnDf37Hv2OxtcMiiBWtqfWe3JGW+dOfwsvf+AbCbEEfxb128/ClbIYCW1tbbG4emYh2ZYSSr8IiTL/uAseKTiih8qWNtv3NFXJEpIa+MQSGIZkinKsDbu/ssLu7D1iJuwSDPdoqMeoDVI22HPC2oVSZGTIcY3Ch/knjVsxAZe/fVIx2FBnhkXIItJ3R0RQIqqgEdj51JxceeJATtzzVMMEsXLp4lnvu+TSr5T4SIsv9JZcunGe53PNmF0Y9HIbE9Tfcypt/9B8xtHP2V5lBlQGhHzL9oKyWxnfe3+u57rYXsnbk5LiofQMLYUp5FOtQE4TgUJB4Fagq5D5ZL0qHOrpuzu7OLhfOnycN3uBWFXb2ueudv8BjH/hvZFVarP1tFiGkgXDzdTzr7T9Kc9XVFF5xESuiPAOB1Wplz7mJdZwNlipQiRmWEtFUqEpcYjY0SHDmkRiEZr0ur9xDRAlquuxt07K2EVgulZTEuNjSozly/sIF5gvrNyo0bgwEYx/Y4jctx5GeNxZqyGSxGy4nUiLPIoVavDtvXuC5Dyjmz8+rShBrpTefL4hiTQ8kZ8LeHp/68IfZWByim3UEiXQSuf+eezn96MPccvN1tDNYpX16HUygqmC2oWXt8HFe+8a/R4ozUuxYOSMlhEgbGnRQtrf32V0qW6uGO17yHczWN40hItErNicxh1jSm8nXNA8QMsAKjcJsbY07nvcc6OH33vs77O7t0HYtDcEqJLf3eP+7f5nTd93JkSDEbH52TspSZpzt5nzbW/8ezYljJIn07m2L2voXDAFYrpasrS2YzWaTa1RKwrJsn7ZOpt76uIYv55NfflwxhlsEopgMatu2lmfue1arge29XfZ296oHFx3vjk10xocPhYcc02KZGOP4kNVuuGmaSQk7INFhkVIx6N3ko9DWJNio5wBYb7vFwnPyzrnIPY/+6Z8gCkduvZUowrnzZ/jQB/+MYTkwX2wQmhbB2nyFEF1DRWtiVVV40cu+i1f8nddxaXfFsjetlezFGCEaFerwNTdyy7NeVu9dKhQkpuJXPLYCO7hHdUC32TcL84gs+mjblvWNDUIIXLx4kdXuLnk18Nj7/ogH3/s70A/OLLFEYwA4foRv/Uf/Eyee+Swbj2KwMdyzFDSZyqLQtC1ZLaGZxYSUirJi5Ro7t5ZqoC1iCIxzXTwhHUr4ecUeBduEGANNDDQdLJcGTWjOXNq6SIy5joE1hxaEzpLQihvu0jHGNTkIOD+P2tnFw/XSLKAmHCW7R13e02BNeMOBKNUKeTIxRroohGw8CFQ5e//97J1+jKuvuY5uNiNn+ORnP8s999/PqZtuop21SHCN95wdKnNqnEaSNNxw69P53te9gd0MfYgka8SI87kYUsfWnnDT05/JqVufjkrDyDoqo1kaTRhTTHFo7oDxDhaZJ8XYMZkmznjB82/njue9kA996M958OGHjI+SBj7xO3/AX/3WeznWNgZvqFVu70ngsabh1T/+Y9zwjd/EECKrKKZjouJFNoUJmAkx0rqyX+m2WffW4pRUqIrJv1/+cUUY7hJRB4EmxCqHmlJif3/JatU/DrtuYjG+wT0JO0c1YNXLK1PHSrHb1sLK7JiwiFRmgonBmPFvglgPRlXvBjNiwrEJlpBs4liRKcLygXt55P0fZO3qGzh86jr2drd5/5/9CefPnSfGhsWhDWbzQ7TzOYc2j9HNFzVxZzQ9y+DH0PC9r3sLh66+ngtbu3Z/AfpkhRxJZnzDC76b2eIQxSIIOEtmhEYOYvtjqb44LJRyZsiJponGn3et7Rgji7U1Dq2tc3Fvn0sf+TCf+rl/D9vbRtEkUGylLiLPeMubufGlryCEpobO1Qh4DiInq4BtmxYIJM2uO+zl19MISQoUUBZ9caaEogBnn2BzZkz2XKmHUErRowQCDW1r0MiyX7G7t4LQ+2bbViNrIknBKwv8PPXfET7BvfAiVlWSjlJhsqLF6HzhwmlmqqxYIBZQler0jFIHZoTv/uhHaDVx3Q23Qmw4d+4cf/z+P+HEtdewWDtECJGcFLJ50FI3DH9+IULs+JbnvoBbnv5N7CfT01GxTStrYDVEVjrjOXe8BIkzcF3w6mnX/5X798ihMmZGL3YQRUOiyYGYQEKmB44c2+SlL3wRbY6cv3COR//yE/zBL72ba7sZXc4k5/WlGDkf4Fnf80q+6SUvRpoODcIQ1ZOcRdTK7FDO2VhpCColQgLrbamXPTepcEnxsUuk+WTHFWG4AUpD0BiMPdA1jT2LnGuVY9M0Lu40lp2Pf28emEECl5WmYyF4bApEYLteDLYoymAVDLt4RqiOKoUiBps0kfliTtfZjqpinmfWxOn/8sfMzpymvf4Gctfy8T//EI8+/Ajz2YLDR09w/MRJrr76Oq67/imcOHEdTdMZg0UsAdcE45rHpuHEiWt44be/ijMX97mws0TVGiNkEa66+TZuvO12KMlWGSfrgbL8uoFNjThY2GyGI0ig8WYRlQLpBlzblmOrns+9+z/SP/gwIkoBl0TMobvuld/BN73+jUg3s81BBIKNbRMCrZcAJ1WatiMWKdCULTmkHGCSCFrZL1OnJExkSCnPLAQ4kBy6cg9roWdCap105uXFXQbNbtRbMwACaEBoUBGyGx51fVzRxrrJEN1gUB3qou1tniCMyccxeimqP4I32VZQWaFilEHTuu4QOoSGQUzQrEs96fwZTt/1CRZN5tTNN3Px4g6//Zu/Yd3c+57FbIO2XWM+O8ba2jUQO3KwNnvBN+Qgmdh0zOZHeOWrf4DtJewmoc/29LME9lT4puc8j+PXniKLJyTNp7ZgzMpjyBPPO1CEr0pREiCZQQYnJEREG8jBqnad+nvVsaOsXbjA+/7Nv+Zof4mF7tNoJqqwDJlzseHa593OS9/4OtKsY4jC4EGMqlYYKEu06FGEII1tuLLCel6C0hjcV5pPeISgTrsc6yzrjHnC+XTFGO6cRpijcWpg8MpGKN6WCbZEV97LDmFcriMyFfsHy+jHaImN+v4YUbEGAyqWpKsedQgo1rdRS/IsCMGvSyqXUDxMF/TiWR75r+9nIwmr+Yy77/0cZx99lPl8jY3NY2wevYZD60c4cvQqDh87RjPr7Jrblq7rrIQ5FkqT7cwveMm3M3SH+MKZHbZ29+mzwmzB33rJ9xDbhU3oer9Og5p42tMxqeX6PuEMDlKatvWSeWNnlE0PhWZ7h/ve88tc+MiHTUBLTXaW3BMls/Hsb+a5P/rjxM0jtE2ka1tmXUvXtXRt9I3WtMVx/FoMBbG2TG6Zq+EO1iEmhMblDEo1mU3j7MlIdU/SNofokrVX8OEZ8eoPStED8ZC5QM2u2S7efcXushhshzJwspjWdC54gdn4YRael76OKgFkALVCNdHWN4ZMZvCNIo5fpYpYApFIBLohcc9HP0K7s81cGnp6Pvqxj7FKA01sufqaa1lf32S2OMR8/TChmYF0mNpfU6/bDkFCw8nrb+Ta62/m4u7A1lLZTYG9HOjWNnnR334ZEtvqmIwwiZ+hzvVQNzxHG6vTrQVO8nspVNeYTRpZc0Z2tnj/f/o1Vvc9zKZGUl5B7pHVwB6B5oaTfPcPvxU5vEEfo+nZ0xC08c2zyAon//wCT5VngUcb5ccCW12eSp1MlYN//UWPJ53xIjIXkQ+JyMdF5JMi8k/99VtE5IMi8jkReY+IdP76zH/+nP/+5if7jKKAVrBWUWuFVSseqwE6cGUHWAsHDNbkjYaHh6rHbWFgybLbGNb2TwjR8WHNGbJaYDP5/GIAc0qklE1sRiKrez5L/9BDRAJ7y11Wq8zG4aNcf8MtnLz+JtYWa8xmVlAjYvrXEgPz2axiwKFwzEXIqpy87kZuf+m3cc/pHT5/dp/tIXLtLc/i1K3fTFntdQJPtFfGxGyYjE04MFZlYYfYuJdVmh6bVGZMibN/8n7u/43fJBsY6zi/FSbr8aPc+H2vJR85TuoH+iF7hyJ7JjUS8UYLYEleVSpEYs/QgsdQaH3iXjtivSxV62S2xrX2u+hFODGGA/d2JR/VaJfWdlKQUS/Mqkhp2WSTUS21QCPhQEhdlr3UPM/I5BnPXaponRaoXvSBY+Yy1PfVRKdHOwqmwSRKWO7x2J2fYHNIpN19zu+cRxHWDh3iaU99Opubx0lENBr9TyU65myGriq2ueFSiRBm3PHib+OxC/uc3c1cXAUu7MO3PP8lHD52tWPbBw33eG9USIhqvIMPstbPKpzoLGNxkqI0OdGslvzVe9/LX/3u73JcIs1qBSRy7lmKcKZr+NtveRPrN17PfhsZYkBDY86FjJucQVAD9gkOURWVRkodQ8Hfyz2EA1bb0MUCZzk09gSB5Jcz45fAK1T1WcCzgVeKyB3APwP+uao+FTgPvM3f/zbgvL/+z/19T3yUxazGrtjd22W56qGKPzWURFT9A5UJX/PgF5MHG6NrV3tD3dg0XpyUXZwqkQb/nRffFHgkVsNYzmUTPudsaSABzcreMHDpk5+gubSDBqFZzJBuxjVXX89Tnv6NHD1y3PSku5nrdI8aCV3bEsWWUhsMoonBjBIh8oY3/hDdkav42N1n+cCnz/CU27+d0LTuPZSNa8S1D2B8opNx8Qc+8cSjRw/i8JKGQFSIGlh9+rN8+mf/Pftnz5teN0IjkU4Cad5y4/e9hmte9FKWSdld9uwte/b7gdWQWXmTY8XYMCmrs0GCddRWK/TRGKyAO4g9ax/zKN7ZpEQGOZvx99uNjsPLhOL5lR5fD8ekPCHbYC3i6fueWr1Yn1nggFaIoV2+sU70dKZGjMuNmhs23+TMZJtXHSheooIkVBJ56vaJ61k7rGOSsUqfe/YvnmX7gXtZpEQTOmSt4+jRo7zs5a/gbz3zORBaNLSoBLIoSVyqNbimTh0D3xEkIqHj2d96B9eceioPPHaJ+05vsbUKfMvzXkzSWA3t5FkBVKizvq6FvVTeXtYsRCJKY7Q9V/zUIARNnLnr0/zxu97FyRiJebAip2S49ulWeMarvpNbnnc7O0HoxRKNpe0h2SAgc6Kt83souQWB2py4JIdxdpBOkqp+L0Xyt6SNtTCCnsByP6nhVju2/cfWvxR4BfAr/vo7ge/z71/jP+O//za5HJC+/DPQ2ih1b2+Xnd2VeSZI1b8OYQw/rEWTZ2s5aLzLYIiYbnXOxpxQVUK05JnmTMCMeUoW4kQRmiiW5a/bXXRt31gpheYJmUuiyc+92uPCpz7DIkMi0K4fhlnLYu0QsesczlOFncUAACAASURBVCiVfrEuLktsloy0GP4X1bD0YKJLN954E2992w8zaOCmb/xWnnHbMylXN8XDpBry6RdWGBSKdxrr5lP4sME3iizuETcBOXuOj//kO9i553NEMm0Q45C31tdy80Uv5KmvfwPd+ppR8byCr3oU7iH2Q2Ko3rZdac7WYsugETdWEkz/XKx8OoRRQ6JMaOsfqEjwlmWl7B2YRl5fwfE375iAzTsfn739PVukCrUKsm62UGLQQh2T+n953DOXUIvZ/fzWlUa9UW52r93gkNY9vQErkxfzhoEqlydqSTUpZx1QTZx58D5k+yINsNg8xmzjMMdPHOfI0eMMSf35lM8HY3H0uIvjc95b1YXCemlYWzvCW//Bj7G1Uu579DzPffErWD983DHhx5uu0TmjGrea1POka+FOg3hzluiVjSY3HHNi9+GH+YOf/CmuWg4cHhJkLyLLLbsyY+ObvoGXv/mNpPka6sw0y6FPoobgLJ3adMKbiheGT3lA9WqEmp9RT0yKbya2VZZsBE9iMr88jFtEolg/vseA3wfuBi6oamkg9yBwvX9/PfAAgP/+InD8CT9AQdPAsl+yvbNn4XO05EzRMPbzVYxWs2GktYrRvwrTejTaxr+OsSXEthbfgJCSB+xBaNvGMfASI7oed/W6R4XAYnRzdgLTpXOcv/segkLqGtavvprQtHSzGY1Ef3hqideuNdpd43z1VLrW2DWF4i04jS7Ghtd872t4zh3P5k1vfB1dN5UwLZBHnVYHX0e8fH9y3TqG0yE2SAyu7GabZLO7xz3v/kXOf+iD5BCJ3nqsCZFWEzzlZp754/+Q9thxyO5NuSdTdJxtrhoDJudcGxbnnO1+vfItimmPg+cY3fMvScjsug2ajDJnCWXjQ4vPh7L5fqXH19MxUZStnR3H/B2aqFGSY9PeRV2LSqU/z2nUBGVhax1Tcw7caNdNwKiDAeM/F5jgwHkn8ExlGJcN02mBncLZe+/mSBsJsaM9cpRmsc58fV71P8rsLYBOTbOJJ1ZdoCwUPF/L2go87Wm38bKXfweHj13Nq773+yG0btwKPXL8Kntcnen19dEOTEbJnAKXWI0idEOm297n/b/4y+zf/Tk2Fbrk0XcWdtsFy+NX8T0/+naajSPW8Z1oidyJQyT+XE0cTM1oUwrhesx4ewK5tEB0Dk84cBNjmX85r0VXT8wu+bIqJ70Z6rNF5Ajwa8BtX87fPdEhIm8H3g5w6tQN9CmZNGvKzs9uGHKq/F67jrJYqV7s1HCD3XjXNTUcHYbk+iUNluhxVbBcDJhxxxUL6cHhuIIX1vCUev5x0piHwf33wflLQGA/NBzZPEJsW9q2c3wdx9ZdBTEZRxaBIbuHg5vtMqEpyKdy9Ogx/sk/+d+59qrrRi2RyXX46KB1uZj3UbphT54jYJWchFiLB4xbLLC35OHf+C3u/9X/hGZjkJhHEIhZ6a86xjf+yNtYf8pTrakvXkavJhJWcgwo3qA5UXTORYK1OvMNN0wxd4+ssqaKb6tDWyUBDROIRAzqSqUlXf7KDbc/xwh8FHgq8JP8NRwTESmOyZnLzlnn9w2nTjGkxGrYp0/GcqBio8VgFqMwGm270dH7sjky/pwFtnd2aOYNjePBBo94hanrWgftfMxKQVWJHstnjka7PI9aDyEw65WLDzzI0a5DU0uzsUls16B1qWUZgJZWBM3Rr7nxyx+TpahWKYNqANUoom95y9/nG775mzm8eQTSmJjVetfTsZ18f9mYTH9jDoClXINC0EzTD/z5r7+XT/32f+amRQv9QEbpc2YVZzw8a/ieH3s7R57yNJYhkJ3GJ1oimkDtMqtQqI6BiKipNyq9GXSdUQy07S2TSEGlbpBj60UcabDk8+X3PT3+WlkdVb0A/BHwAuCIiBTDfwp4yL9/CLjBBlgaYBM4+0XO9dOqeruq3n78xHFWq55VP3gD3gBhpOz5uQ4kXsriDSGgEklYEmDWWVVdX5oCi1gJtoRquLR0RBczBkHstYMR97i9F0M6TQJWg9hEdj73Wbq+t+jg0Abt5mHDx0vPSK8QFLEEZKn6Mw0WRXPZi+0j4yS0LPzrpz/lGcy6efWRqoEuXptQx67g42HibZdxM4Phi1IhtpFZDKQEWx/6MJ/6d/+W/a1tmskkaoMwrHfc8vd/kGtf/u0MOdOr6VOIKF3T1AgCjIu+8mKmNgba4Hz4ZMVGQUYKn6iLiJVBttlRqYDlmcQoNNHEwbT+Xk2j5atCSswxUdVnY/P4eXwNHJMD8/v4cYZhRb+yjcxqD0pz2+IR2P1XlG7iUmb3KM0AWoJSg3L27Dl2dnfpujkHedsWdmctWielCC2PRn2S0LSPc0aLe6dUT1NZnj3P9iMPswZogrXjx4FAEqz5hqaJF+8MFdH6PS4iZh8nFXKoa0rg5ptu4tWvfBUF462QweTZThN2Jaasxk6DG7vx7+2NRs2LqoQ08Ik/eB+/91P/luvnM0LuyUHpBXLTcV6E21//fdzwwttZNpbQTIJDT4Ei0FUSyuZaZWtHRuvX2Bs0dSBf4VCKuNeuapTNwr/3Tbsk6UPFyb/0xP5yWCVXuaeNiCyA7wDuwgz46/xtPwT8un//G/4z/vv36ZOBkAqrpXVexw1jwcWmzMbpjdgGVRgFGXJi1hnPu+97lsslGehmC4IEUu7diIp5uWqa202I7tWpe+NSF0BhAJjBvgxHL79PS3Y/ezeLEt5sHKZZX6cJxQMaPQwJFq5FL+wp9L3smPk4Ud04u+cPWCsvlMKpq3iySF14lWkgJd83Xm9hYZSoIkig7TpmElgR4N57ufMd/4bl6bOsVzld+zyJwpGXvYSn/MDrySKsNFMq80IYGR6KJ25zQlMmSkP0cseUrfM4CkGiGxP7jBjFn/nonaDKkBMZHT8jemGDKhIjTdsyWruv/vhaOiYHz4v3PBUPGy0RK1qUF8cQvGzG4q5ZIdKoOGtBIikP7O7s8fAjZ1g/vFmlb802mu62khAi0ZEfo1FO+d2Tpriu4ogETwwXzQyhycqZz3+edrlLmzN5gI2rrq4lrCpCLSouUUIo/OQ8bhqi4x2KEqwPuq9JZegHj3KTY+zuaU8NtxvpMkJ2CQ72OKURsQpMRH3bsJQsZM598lP8l3f8W27d6JiHFaX35SDCVmi59kUv4I4feA1D15CCG2spPHs7kyCWlJSEymDXoZ0Zbknk2sW+8bVrmuUjFl+iw4DgbQ8rjBSIGqnEyS/tcH9ZHvdJ4I9E5C+BDwO/r6q/BfwvwD8Wkc9hoeLP+vt/Fjjur/9j4H99sg8oZealgCNIcMOMWSCR8fnppJ1WaNBgnvR81tHEhmEYWC6X9H3PfLZOCJGUBpuYOVUJ1xBKMnLqsR0cqcI7LgYwxknZrRvPuL/D9oMPELLSRkGOHEVma45ti5fDqmsV2N8V3nFpxDuUrj6TS6gIlyhDNnjIBLVGvnaoZcDOsLAqDDOqITjWPGq1ZA/J2hiZzVpisGC629nhzv/wc1z65F3M2pZZhVAinQK3PZ3bfuRH0LUNK1tPHoDWhKdTGAvl0kv4m8aaImhWhpQwLXuLpsyGqSdHLd6Q+qztWrOqUTL9c4Jg0VIa6GJg1jaWcP4q2IBfF8cEtT6e4gkr93Rzvuyhl28nG7L5X0ZrC7IA6QkNPPzwWY6fOM5iMSNWZ9bUKUtlZHDHpqZ4qxGaflnRixaD659tBkmJKXP2gc9zqG0ZBFaN0Mzn5AAhRyRlpsunkApkcp91Kj8u+p86YhPONZO4cgKBTIIQLBIOjj0LOSg5OI9DhaiRhoZ5zjQpoY9d4I9/4qc4lvY5pBBycFsS2Gs6+lNX87IffgvM19CEedrBNGakRiyjtECFNmkdkvFGFYhHHGLjrfYk5MCYiCeOR7hWfL2W3EXpPvWljifFuFX1L4Fv+SKv34OFlZe/vg+8/snOe/BviiEM1XjXwhcZkdvif/p0sEyHmlZz0zTknNjf32d7e5vZfA0JgTSsaBoLW1K2EDKI0DaFXTH2pixhm3WLDhPYAStJd+Okap5oCAEunmN5/gJRAykN6PqC0M2IpetLeXBRqsEFhwYcCkjiSVcZ1229T6UWDYmOFXAotthU3cNxw4eUl3xPt/tJFpTQNpGmMRwy50xMiUd/89c5/Xu/S9M0zKIwqEETEehPHOXWN/xdFjc+hezGF5EK9zTR+N/TRKGqmkFvzRMfhoF+sA4foUAFmKExbNx7h/o9W/7BNjURjxbcs+sH49wX/nbZUL+K4yTwThkrJ35ZVX9LRO4E/qOI/B/AxzjomLzLHZNzwBuf/CN8cUpGPYlsHYw8irPwzUPs0aAy+mlEFma+Q+bMmUtsb+9w81NPgRsV42SPin+GuRboIE/Oq5NLKlHOxKJKVRchYPNj5/TDbLYtiZ6ha5DYkAO1YD5p8SZ9ErtPfOAzHSYZ41Xq/Wkdn4A1qS6v+/sn8Eh5bcxp2aJJrmpo/pELz2kEXSL7+3z4ne9h+967ubpNLFbKfhBWCKs449G24bt+6M10N1zPvkQGH46MEkvxk1hkUtQT7X6jFzMpKoM10VaDVMx+ZYeGStGeMsbQI0gCUjWXlOwV3F+l4f56HaNORZjMoTGzWrzsglMXHZIgwqy1xT/0PZcuXqJPmY3ZGmkYmM+skW5Ko6ZIqcoc2QijkprpERetBjcOYfQo1RsVlMggfeEL9BcukYZEFyAs1siNNR0uU61Ep+LXmzD6YcY9HMdqTVZ69DACQu9MF1NQCxVWOTCjsfUS1Fg1BjHhi9CTkaLENlgkQOEtCPsf+zif/OmfJqZEaCKDe7ghw3BowTWv/QGuedFLCSGy26+w9me2ocYY6RqrYh1SrptaGbsmhBpRZO82UjA+1CmPLm1QCp3K1LYNSms3JLBO6Skney5RIDk+Hr/yafx1cUzAjKRYYwK7fYMviuEeMdmylMGogp74oiOzw/6q585P3s1znvdMQlRI1kGnFNkonpTWUOfzyBCeXlDxAp3dUq/JnIjsqIrkgf3zZ7kG6AdliAGJjfG1CbZZFGixJCHrHdgzVB0jzssG5bKR8pkw/Z0c/H2YvDgmab1Luqp54AViQlEduO9P/pSP/e5vcmoe6fb3SUFME0VaThO4/bXfzy0vfAFDaEkEcrB7GXuvF4jDV43A2OotIpOEpOpIWxYsYoxt44NZkHvbTE3twDc6j0CtliVdtsE9/vgqgsyv3eHRmV2sl5vnnF1jwEK4OuFLaOHlvF1ruPaQBra2t7hw/iJr64dRzcxmHU0TvZrP8OpZ09I2jbUKmoYq7vGPqoINIUT39jysKhV/sbxP6M+cJmoiByVpotvchKbxBE+5tyJeZX3vxuCyGDG8EcIBnwgwrn+x0xZ++eSWUF8rhq9CjKGU7auzVJzO57kDFKJCc/o0d/3UO8hnz9K0DXiWO+RMns/oXvBCbvyev8Pi6FFW2Vq1lWcSJTBzo5uS4dopJxDzhrtoVL/klEyjDpqKW3bTHJuCjdsdN75o1T20gKkzShCGlOmHHrAepI3/XQh2niv/0AMP1iQexk0dACnz234wVpBVHqoMxAbuvPNebrz5Rg4dmptuiZQTFL81ELVxf9kYSyNH2z+EUtATazIsgEd0OlLLNUNaIXu70PdoChA62rU5gUAKlryzKE+RkCdz1I2SFliM8Sb9GiYjUy5u8rspU6ysz3H8pk5dOXVEaLSkY6FJPXv33M+f/sIvcN1aw9pqAImWVgyRCyly8o47eMFrv580W5DF8HDBGDtRQ02klmRk4XoFZ5eYx+/FSjoa5gAWUVU9boer1Bk81aMepSiAA4J3T3RcEYYbMCMXSsg1Yl5ZmIRTI/UvBFMSbGJE1XSeH3nkEbrZGm3TsJi3zDoLsc1ztr8tba6yjDCEUZ8CpcanGO2qfTK9THF6kQiQ2LrvfuJg2OUQG3RjzfBln8y57LxeoFCMbIVn/LxFSrYcikmnplTeN04Ie395nxd2+MmCMDJxfPE3njhV3ygy0Ozv8amf+Vm2//KvrKkBeONeNRGem27m1jf/IBsnTwJqe44NAEGEruuQILURQ07J7YPUNnJgRn1IgxeE+EWqc2obqyLN/jxCvW4f9xDAE7l9nyBTeemFNhibhvar8Li/PodHVjQllmAYkofdUpyxOscPGO/iY0rPw488xnI1cOqGa1yBr7PRk9FsR1OXptACE8ntepl5ZdP3JJiOrKSDG4DR5y6dfox0/hKp7+l7a90lh+aW9JQDZorRhB5wPcYxmNxVqT2o5fgTrvPBK/kioymjt13mXBBnkYut+TZl5MJFPvBz72Z+7gKHl6m2MVgS2aNjfuutfNvb3oqub5AkkKSAMaYzHwnefGQCajjl0kbSwMgizes+IEU4KiWhaWOtB6lFahMHtOQhwNg5WbMFZ7WI6IsfV4bhduM8piSkYp52jCEc+G4rkbY1QD8NPefPnmW57Dl21QnW1ufMuhmF/oY/UGsg6k5uLl6AWKViHFkjpXqvFq3450/pdiKB0K+4cPfnEW/F1XczFseu8qKW0ZsOTgtMKVfDp9P7K5uITksvzDiPCQx/Y/0bGTeVOi7UBN8IPU0XpT3wNiun//T9PPqbv2Wl7A4bSYjMQsPeieOcev3ruerpzyA0jVXGZUNaYwjMOuMFJ8e0S/9NK6OPJpgl1vkkpbHVm0opkMq0XUNTBMSKUxi9fyEuf+pJyzQYfbNEE1atCYiOkMwVf2RMV9G835zUDQJ11pcJrlOWiZoh6PueO+/8HN/wDU9FgoK2JW9viS4B0+xoHNsVowSKU9MmqyuUjdHTnoO4kndJoCvEDK0qZx54ENlekvqeIUFYWycvZkgOFZoAi7KUUgg03vVI7KPi3xP335fIZSa6zNkyx+uPoxeOn7US9HytZ09uxlXiY7/+Ozz0gQ+y6TmVhM3T/dByerHGy/7BW1i/7iT7MTBgAOLgSoxtNophXZGivscVyl7ZYhKqpcmKG36xddGEWZU4GPns09ucrGG0RqwlavnSZvtKMdwHDLJ4mXaoEIPCmKykQCSRGM3AL1f7PPrYY1x9zSnW1uYsuo44ydCKL3AT99GDCckgSKR614XaVuh/xZiWbDv+ugYlXTrPufs+7160sqeKzOeEUMp+LcyKTVv8bmoPTZ2Eyj4GRqsa67OGPCbophFHrlikvRbqJC/ViAYLRZ/xqpnS7AERtj/6Ue79Vz9J2NujE3UWpBXZbLUdh7/vNZx86cuYzeeW1MzezDdaRWr0609Dok/ZuucEu68mFkzamCSr3kWSVJBs3nyMWANcf64IxFDgnsJ5daOUYehtWQVP8LYxVhNURLmu/GNqmhKayxxIBxBoW9qjR2zGNPHwI49y7bXXcHhz3YyzBCSMnqBJRxU63ODiUYWG5vNu4uGN1FHzYrTOkMaZXBCTcO6h+1lvhZyycSkWHTpziEZGGxuDbRa2n0aPkYcDvkbh31dIsHjbfpQlVgzZFzsqbFLuTGy0mmzNfgHisufu//p+PvjLv8TJLhLziiG4YW1mXAgtz3zTD3DyOX+LIQZ6KaSHgtKbZo9Fgqleo9E3C8xUDGti0IRSNkujfWqC2Sx6ZKzgOY1i3G2lj1Xh2esRylmf2GxfKYYbN9qhyFmKK9WV5M24Q0sINF1DbDxhOAxsXdom54ajR44ya1uTR50s5sLHBjeMOkIVIZg0aDHWVZe6CNJUtsPobZeOK+mRh0hnzpIzNCLI5ibt4Q0KActqEISua2p4VxKfBdcyVdhijO0KAWeB1DYLBx5k3aN1TDtFKbRFK1+PwYINzYMVvfi8jVtbfPrn38XOIw8y61pUA1mzGflFS/fC53HDK1/N4SObJDEoRH0M28aNNo5rJ+e/CxRJgKYxXyRlvORdPaRWdzaFrjOeeC6epY6bbPFO7Eeh9/6ftmcKuG5MmREhRNvgrvBj3I4DIu59K1iqmuoYGHJqsqviScOsyiNfeJhbb73ZKhMJY/heDLI6x51MlgEVC9dNq6PAI2HEiqXANxDqLApAS2nMEYfMufvuYW1hxiyL0B5eQGjIIVXBpq4t4lXFp2/cSXCFzwPGqrg5Y43o1AMfxwszdkXpb2KsvUQFwYy1BZRKVCVKZufz9/GH//odXCsDbe5BBqIOZIk8qpFrXvQCnvPd30Waz1hGcxSLcxE1Eh3kr9TKqhkT/PPLpqEM2nt+KjqbKzOssIYhMrjtUnfAfCyKTXG2SlKb4xXOKu97guMKMdxu0KRwlMtC9uqj6oUpbRNonRWSnR985tw5jhw7Ttc1tfT64JfzGbSISE2YI0WJDzc+NXwp2X9KdFuvSXwZ7t5zD83uLoMn4HZiR7uxUc9VPOTSSSSX5sPOS7b3UXCSWr2pWmiHX2K0XD0MMUiHoNWIlfHDT5s8p5KDEHb2uO/dv8j+hz9EFxtbGGXpBGHnlps59YY3cfTaa9GmsZZPitMnG9MIUdPSTimRhzR6QGKNKoru+TAkVq6hoWUsyTRNqE0yQg1L8I1M61jbjSrDYINgIlUlqnDIRQpeXCrTr+RjjAwK/TWX+VVajykIrl8to8E9f+Eia4t1ZrNZ/VvwLd7HBRlpZlNv1TzYqdGeeH1u/JMIWiE2IarS5Ex/8SKrM2et6QMWAW6evNrWXq18xSGv8pmFzOfysXrQABXs2qLov+aGO13TxWZoJnvCsBkGwtYW//U97+Ho7pIjqbHZrcKQIxckkm+9kRf/0JuI80MMGkxFu6xvzFbYNWZ/LsV1cgeQggoYlNmnXOfxIAPaW1esZgGmre5jUvMBk2fkG1LWbPN50hDkfwzDXQy1wyQlTMZDIZugYiyPxkvU1TKwq+WSvd0dThw9Zt5emBr+4uUC1avwRyTOvojuAYdQi31GpkYd23HSi2Eakge2H3yIBUaPaqKQjx0lrm8YLlt8C29sm4eR44xI3SwKZAKF8mhGzozmCBONko8OKTBek5WQA6gnNewopf2CeSNn3vc+7nvnzxHJNCJkIjlE5qFh+6rjXP/mN3P1055Gu5i7gJZP1hiI0YPfrPTD4Jj4iD8GMZhE1GRb+6Enp8FpWXZNltS0jRUNpInRtrGAovGV1Tbl5J1KSrefELRy4EVMgnd/f+9rPiW/9sfIlFAsEa6pOBVlhCIijS14TEM+iPLII1/guutPudEulI/Jwh7xhQNHrY2of1OOCYOpPp/Jbp+VZhg4e/+9xO0t7+Ie2MuZxdUnSGotwaQUqIkANWlUIzCZVgH6kaef/aW8bRGqqt5k7dV36fgnwed2qyDDig/+0nu4//d+nyNkGpcCHpKyFxoeO7TgxW99C93Jk+y1DX2l7NqZpvj5yCKpyNGBTIGqMqShNtlWMhIyw6phbb2Eu1axKQeHfvIMlKTZIsbyHqn/e8LjijDcZuAmYVw9kvsGzgiJsarJWQPfxM7eLhJnzOfz2uzgcshzVBUsHW20etwFIgEq+6JelxjXWBiZG4Vj3Kz2uHTffSyitf3Kq4H2+AniYjEiV2reoSIMOdGngeR85kInLNc3vc5SNVi0km2nH+8rT7zPMqEK/33qbQ+akZRQEZZ33cXnf+ZnYNWjamXraGYmytZax4nXvY4bXvAiDm0c9krNcYwKPDLk7FKt3u3DDTdatMydI+5yt1bWXfxAE9iK3vNTyMaAEYN2ylKOfvGqikkfG05aowkviCr7XT8MDKn/Sqbd1/GwBzmuWXtwudINAhRIo7Aq1CrxVqtdLl26xOaRzQNRpLuAoxH0CVfhtjJHDhiBiacONcKJKlW1z4tvCZrZ+sLDbASjjhIiw2zG4qoTKMZcLk4IKnV95Vo4VaLTcNmn1kF43CuP35Au33Amd1FuUYWQrXjp9Mfv5OO/9v9y03pHN+yTw0DIkJuWR7vIt/7d13Ljs55FCg19EFItGRlHaUwimqvkyj416zB9Z8qlcXZEwhJWDRKgm0UYCsddJ1d92b2I1t6r9vMIBz1Z3uaKMNxg3nShxZR7LagY6k0NgndF8UrSnGF7a5v1xToxFoz3stBswsqoGWoJnqwM9rmMVY0HM9fl8sSSpKq1G4lub7H90COQTCMvxYZ45BjZKwFNVwLruC7maaSUGLIJ8oQohKYZqXw+Dkmd061qi8lxYa0h7ogajn81ho8Op7nXnugFwpkzfOL//n/Ye/BBYggkhxbaEOmjMn/xSzj1na/i8JFNNAaCc/8KldJyut50wj3gcYys/VvXRmfLGOfaRLzcE3NGSNc1dRHX6ez3VSEAKd52UWu0xKh1Ngo0InVzzTmxXK1YX1t8JZPu63tMFCbtOXrXpYKXFEhPCvqbUO3Z29+h62ZVC8aOgyZPS9gNSMWDoYqs1nlNjSj9zQ43SDXa+LOWnNg+/Sjrra2PJJG8vk5YP+QwlUc9jDKyRb5VS3VhqTXwe9b6n0MRB2+CEpGUTWk0dqNDV14uEIRKYAjK7j338fv/8ie4PistA0gipkwicDZGTrzwuXzrd7+K3M5B4tjsuhpLN9hqSd3yGfYxWnHtiq2nRMqGSydvdKx9ZO1wIGXXD5RsYf1ojuuzKAVCKQ/2rEQO0O2fzOe+Mgz3dEIJ1ZBmtQmpXhE4DD19v7K/USWnxO7uLvPFGiP8UAzBQS92DIXGwSsSoUANxS7Hlurv6w9KlkA+d5bhwjn6bEIxe1GYn7gKgnekrk9AagY6p0y/NKlZ1IpiYoEJiu+khnU/bnwK1ibj5K1UK3/NDKfTCN1r7pZL7n/3L3Lxo39u3pwXEcWUER1YPu3p3PymN3Ps6qvQxjp0aFEVjDahC4+674eKS9bElgTa2FYmSc5qgkplLBUQpW0bK7gZb6WOe3lOJfLJWRn6TMp2HuPUC0b/K++35KdoYjabf3nz7L/jUeZV1WYOWjVdin6IaiJnE4jCo8xLW1scObJZTlINlv2+nH38+eD2PmmcO26VUBwBIwwf1Mnxm8wxuwAAIABJREFUwpyosHv+HF1wYbbQ0mweZba+YYYPceNn5szWXCbpgHXPyfWU5n6NMMoX9bYn82D8u+lUmTpUWo0dooTzW/y3d/4Ca+fOcignmgwDgR5hp5uTb72Jb/+hHyLND7EqOv/FWaNsLhkKG0cKvFEqVxmZJG4DhtQ7dRUkLOlXDRJ7k0fOBpEUqKU+g7rR2Q95ojM/Qk624T0+Gjl4XBmGm4M3h5p3PSYv7Cb7PlmybEo3Ww3MZjM7h8CUKznV/pnu2I/vqnPgQg5+r5a4UfeaUft39fBDDBcuYLV8ma2mozt6HMiVSqg+YSVYUY8EYRh69vsVKWVjfzTRN6vxmgs5H7CkERwIOLVcm+DeaNnNq51EcybmxKO/8Vvc9573MI8tIWcGgQYhirJ7zbXc9PffyomnPo3YthVTL8VHZmRtgxyG3iYZZdL7pA5C18Rx0yia2/VazSDPurZi02NJho1T9lZmxetMKbPqe4ynWLS77Vm2rbePS5nVaknTtQ7RXLnHOKXK5Dbc1MQSFWRApSfriuyMYkUIccbFi7tsbm6OG1zBCIpn7HWoI2gyGu4p25jJNRia4gYck43V6gX63ydl79x5tB+MIZQFWVunaWaohIlufMHRxZ2JzODwVonMrOBs+vkTCEHGKx4H6sAOVJ26cr5iK1SVuLXPR979n3j0Ax/kKAnyYAJSuWWnaTlzbINX//DbWLvqOlbNjESgjyZJG7JtPsYCM2iqlLbjYzjmkSb8GDWIA1GSDIRs3ePXDrdItkhnkFwvn8l4F2cme66o2ojJe0tk9ETHFWG4DUsWF5gKo/edsydGPKREaKJRyRRlNfQg1Cq+qfGjfj96qVMoZOpt1/f6tdTGxEpVWivnImdIA2c+cSeLZU8OgZgT24t1Nq65BskZdS51Day8PLwwXvrliuVyyTAkgk/6jDi/26GOWmlIjUIEHIs0BmgpUjH6or91gjOtPv0ZHnjnO+lWAyFaAYIkpSWzvbHBkTe+gZPPv4PZrLPMds7kbBO5GO0h24aZUq4LVKFGBdZCzBdtdinWnP06FBWhaaInLotHgWuvuIedMqUxM8CyHxjqQBQPRCock4E+Daz6ZS0GutIP86YsYRcQQugs+tHsbCewLi5WLCYEkvYs+8zGxmFyKrkZpWiYlMrLEnv5i+BNbJl48zCadZmYCVFx3ZFyJEJOnHv0Aba+8DCyyuiQ6LOwOHo1qYEoSsT0Soq+txCJOrMej2lJTkt/LnbfNkGmm0+Z31P1Eb/eCewjXjwXEKfpRetKoxBXA5/9/T/gL371VznVNMR+iQZlUEGZc2Z+iNt/8I0cu+02+tAwAEO0WgIRY73YPM1U5T8dIxUhO+bvG6Di0URy5UpBZEBToGmgia0xwzCdeiUg2VoXJjFvXhSCBodNe8jRWG5q1a7ma4cDT/SLzqe/1uz7GzyK0TbGgXVLLhcvlDA5EBvzvjRn0tDTtq17syU5d3mCc8S3y79THvVlV1E93mr/snmv6nrdWTPsXuLcpz/NWtNZG7IYWbUz4toaocq3UrPuIkLbBuazzqiMAikNLFcrS1Z6GDZtGlH+Gzmj06sc/y3l99MHmVD04Ye46//6Z+jZ87XLvYjQBWGv61j/zm/npu96FbP1NUP3nH5YN4zqFSTvZOMefWG6UKRbjY2jWpqp5jG+db5q13Q1SiqPxIxX8M1iwp7JytD3UPuKjonrWedl9ENmuVoSGnH1wf8ReNzBi7fciEl0kTPFhAntaUZGTvSQliCRrpu5MRf3HnwuH/Cwy/8Do9g/XG60Ry9mdGiNF14cn0zUxEOfuYum3ycky5Usc2btyAlSyARJds0Rap9HghtuZ1jlgVwiLxEqvVEnqHh1uovxLpvMWJgTxGCdRgNRrTIyqimxnLnrLj747ndx86E5XZ+IWO/UPsCDMXPqFa/gG178t1m2DUPAIBDsK3pxmykqDtXmuEvkI5N9bdnGgUCWzKA99a5FyCrM5g3k8kQG1yaKfldKlt7vLCDZCpo0ZFK2zU+wsanQ6ZNQJa8Yw12epOf+KFlph6dN1MVZJZJL5+/ErJvThJFfWY5pUnL62oFinMdZbq0Kd6NEqTUFqF3hFeTcGfYfftg8Qed6xhMnaA4dqt4hIognQMvntm1D27aEYMzYlBLLfmXKeRMwveBd1t3HX55EC+PPY9FN8YJVIe7u8blfeg+7n/oMjXfZFok0QI6CPP+53Pimv8e6MxWy9wyseHw12i4QNUUaq2vvHeqjb6SanVdv5yrBZpRA08TR1OgEn8SYL0OuAp4Mhb+e7Pk2TYsCs7YkSU3nY7m/z6xbMAyZ/kovwJESdicoHc9DdoVLKMJFZbMGmwND6k0kLY2etj3L7I504S8FqlfLJMouIffEWMOIMJtBMWzXtFJcmCxnztzzeTZmc9BMig07wOLoBjkYqykHMzz2UARVw8tFIhIaS7w7BHGQims0udJpRwq2V9Z+md8FDpFM1GwKgAHanAl5xXD6UX7/p36KI8tdFgykmO0acsPZNtI85xm86C2vJ80WDBImxV5ikgAIKolMb2sb8+ZtnMwDt6u9vP+jVPkFD3YQAk1TOmwVfLsIgI1Su1Z0ZdzyEk0MQzJZZFJVPAV3oh7vWdbjyjHck2P0dj1ELx6B48YZrYp/bdvVnb9AHPXv3XiHqSfrI151taEa6uxhftHf0ELLy5ksYhREQM+eZnX+AkMWQlL2h0zYPEroWvOViupaiJZw8zkTcO3oMBHNcgZJMcjFEy3J0shBY12Owt+uk8qRBRkGHviVX+Wx3/h1miAQGzKJoLaMVt94Gzf88Ns5eu21hNCgUEvWi3iTUqh/faUFTpkJQUzfpPEGCgEz9CkrmgoODjCW3ts9HrwHVdMeTkNyKpknJdNgOCnQtDNEzHAjxjhZ9Suydy7PqszaKxvjhoIh11CEEASVgWEonmYZtUmloWaaJo5wH40b6zFLYMfIyBqjzgmHwz/X8jTlPyvltn/N+SgMizj07D/8BRbBaHZDE9lvIt3mOqWlmZ1wmvx04yxe6IZ4SXs5fzlqlqRGCdVbmZpHhwebbJuLYdKgeYDtLT747l9C776bzZTRtM8geyxlYFc6dq67gVf92I+TN+bsRGHwzvOi6p1yCig3gKzcUBeIBMTHY1ROlJHWqpmcyjzOmPb3gStnhIU8H6F9XZ9ZvJe7ZJZ7A1kttyDBk/6AYnbvifyRJzXcIjIXkQ+JyMdF5JMi8k/99Z8TkXtF5C/869n+uojIvxKRz4nIX4rIc57sM+yCp7ibfxuEvlTfuQIXQTy0dgMXGx9gneyMRReg3kP9V9yIFONcjHXheBf9j/p3IjTuSUTPwm997l7C1g57qScMid1uxtGnPI1mPic2gbaLzLqOpnHDmBJDyqwG80rjNNHi1xadEaOTa/5i9MQC9QAV17dLtoV+8aN/zr0/87PI/j4BU+YDoSWzuvFGTr7tRznx1KcSZi0EfPenJl8U85r73oRzotPwpuJaACFGguu/FJ8qp2ThcdWU1tod53KoyrTFhZSskKF3yGQYEmkYyHmgm3UoiXknnqw2b3t3Z4+CQ3ZtQ/dVNFL4es1vCSbpOXKcI22b2dle1k26LHr1dlZFoKgGY6UCmEnBBuV8UucrUkBGLyrXPBpQyeOXU/eKeqUQCF4xmc+cZVaiTAmsZh2LIxuIWH/FIB2RGaJNPbdRGEuimfEzfT1LNc7my46MjuJhT+5Dxzgi4JFnzrSrgbve98d8+td+m+ubFkkDTVYGTezHyEObh3j1P/xHHLr2BpZNQEMgFxh1sl2Y+zcySEZJALuM4FFSIFD3W0yfp5bqC2gOxJhAi0JlBtoa4FgVdMD0YHqUgcTA0MNqPzGfzYras9k5X4+rPj0hXPLl6GEugVeo6raItMD7ReS9/rv/WVV/5bL3vwp4mn89H3iH//uER/EqoGxWQhMa0tBD19qjjsHDeNvBY9P4jim0XWsDqcXjdhSq4tkHvetioE3MvlzF1KCWiTbysWNSurTi/k/+Fc1qIHczVBPbzSGuvfkmmllrlX0x0jZNLQseUkIHL7qJpiuh2fmzbjRHmtAXP6a0OfuZ6h3j3vT+Zz/DZ/7Fv0C2t+zzk21wMQ/snDjCiR98E9c+61voZh2l44Y4nFFGLOVcKxYPPBQwSMUbIDSNaZULbqeTkgbf9Py6opSu7GPsftDrVpoYWQFDbz0SUxqsa9FsTtstCCRmbWsVmVlZLXu2drbYPHqEtmto41ctMvV1mN/muVpo6KJhGljf6Dh/dpcjm+sjk6gKLykhNKz6RIij91wNfE1MlopMH1EdW/v5KxS3CA2l9seuSSbVgBJRFbqc+cJdd5IvXSDOzElaEZlddTVHT17DHi1BLDFpOakEwQ12jQxkXIMyXmNhUEzHxVZYiTj8DrXMTEACTbZzhZw4/clP8qF3/SK3rB+iSUtASTkA6zy0mPGyH/sHHL3tVva6iIp9CYpo8G2ijKR71dUD14L62CbmEe3EFcQYM8XK+rhqQ9dZNyPbnBTU+k+iJlIleUGW8yjRErqyz/aW0nUdaE8TWv97N15BePSx0084o76c1mUKbPuPrX89kY15DfDz/ncfEJEjInJSVR95kk/CXQzHXe3fIQ1e+muDmXI2iVHBDYfSNW4oSzxShlr1QFsrEall5zbRiyEZJ3+Y7M5+VZZ5dwXBuH2G3c/fwzy2rESJCPuH1mkOb9CGhhDyuBgUhpxIqrSxoWlGgaTBqXWoWlGMloU4YvHlmstr5ecC/3i0ZpWUFy5x1zt+mr3PfIq5NLbDS8OMxGp9weHv/wGuf/l3MFvMJ5oIo2JgKb1PKXtjW/coJhseGKbeelPmUI0A3jc0wYGlWRb3dA+wcc5Z2dtfMuta5vOO5bIn5yVpsPZoG/M1NCuLRUdhsgxD4sKli/Q6sFhb0ESDSpr4lSN+X5/5rfW+0WAcbs20TaRfuhNRCnTc286qhNgy9JmmxRZ2hT7EvVsMUzar7M9o6qWVp1OAq+IghIPzW8RvO9PlzJm77+ZQG4k5MSCspCVsbCKLWfEYKPo4Iga34Mp5rmKNI7hUwM93jBEukrH7S60NGIGX4oUr0CKENLDzyEP8wb/811y9s0fUFYJFA71EHgwtz3rDG7np+c9lbxG8O3trHrV670g1zFzFuPK2TlvzxMU70WfbxOLkPqSabd9ixHDsIIqkaKJzetmVq8ncZlkibCI0qApDNqjk0qUdTt1wBJWewJp9hhqstbW1y6WtncoU+2LHlzXjRSSKyF8Aj2HNgj/ov/o/PVz85yIy89euBx6Y/PmD/trl53y7iHxERD5y9uyZajjGndvD46zWTKAY7TQmOmJsiDGwmM8s5zHxSZiUbPvnVYMYo3mCTdPQNC1N09C2DU3TEGNDE5sqFxpECE2gDUDTIOfPki9eJM7nNCEiMTKsHSLMFpAHgxlWA30yrQ4TaOr83MGFtKw7TPTKTcRV8FwDpJS8K4XhMhryci+V5YEi+/t89l2/wPaf/RmzYHvxkAdEE7kLLL7jFVz/d17L4tA6obV7o24MUOxUTpnUJ9KQD3jyJZkl4mJTMdAUmIbi5bk0JUWK17G7+jkjxh1EWK169nb32N/bp2taYmhMmGpYmlhV0xAkMeuct52VfjWwvbXF8SNHmceWfuVa309oZ5/8+JuY348/IkhCJDiMl4mhIUhkGLJ7qWNdYUl0KQ3EIjhWhI/ciIeMyhQmKhHPOB6F9hZoCNIQpCWKQR1CS9S2ilpFArHvOf/gA6zNG8gm3zRIA4t1huDQg2RyWJFlack9Sh7ES/dpCNqaUVTXB6fAE6UlGLZZFd9aRiaVIOPaE0FSot/b4Q9//l3MHnyINVaIMzeydDzWNJx81Ut59qu/k2FtDaWprduiJoLmOiSmrW2VlWZiG4dIPCEp3q+zmsbCczfTXWo58KdgsI57UFC999J3MqVdsqwQ1n3TFnZ2ARlo2kQT1V7HWgBKgC984VFOXn89Bzfhg8eXZbhVNanqs4FTwPNE5JuB/w24DXgucAzr+v5lH6r606p6u6refvz4VQBOJbNLst6KFq4s+x5CrO2xitGKMbB5+DBd1xQLQhlVde+5hKDF2FlX8uihfnAZ1+JxhwOGDHvVxJbUptvwyBeY7S/BtTnibMa2wqDKam+f1WrpjRka2rZj1ra0jVciljMXzx6pXX9Kr7zs49Ana7A7DINDFFOIxDQ+SqHN6T/8I07/4rvphoFAtkauCm0j9M+5nVNv+WEOHT1C7BqnV9n9lAVTPG7bPErYm+u11oXkjRJKFaNDkZZ00eTelDhjwItDJh5WuX4R2yQkCHvL3r1LgEzfL+m6OVmVxaw1epRak+Ct3V1U4PChDdJgVEVxlciv5vibmN8HHZOzFKZAphjhCBpYP9SwtbWPSOPv8SSh5xwOLeY0OvcqQcOMM2a8zbt1jJpk443xhAORKB2BzjuIT8SmPFSz5gCJRHIJ0x7JibC7wyyBagurQD/07MQlgyRWaY8+Ly2pBvY52AZkD9c50aZpzBRzLxuTIe6JJD0prCD0DrG4yJZEYg5eSGMSCh/4lf+Pu9/7Xo5GYbFUYrImxY+FyOKFz+Flb34jq7U5q7LZSSDoYLkvtcoEk2gdTIJBIyoNqar2BeOHS9E7CsTcVJzdNWx9zRSHJHruooNJHGNZn+A6JJFBd5Bs7KggPRfOLzl6fIMsiuiMQACPVvf29tnf22d90fJELvdfK8ZU1QvAHwGvVNVH1I4l8B8YG6s+BNww+bNT/tqXPnygcrZqpAA1QRliw6pf1dBp9Dats/uJ40crtFLw7SJ+I7GwO5zdEGPVKKm4WyqFJ9Ov6mPWZAXeCurcZ+8m7C0NhkmJ3ZTojh9j7cgG87U5m0c3WV9fo+tamuhedfEchMvuo4hQlQYJPhZuzFHDGIdVYtUPrJJpa5cNIGvm4oc/zD0/8RPI/orSGCaixHnH6tabecqPvJ3DV19DO2trtWOZfJVtgG8WQ89Qeucp3tWDGnFbMtK8/PMXzpvvpLiRV4tytBRW+EZUCRDFi7LTZfWSXxWGvqd1OdhV6mm6mRXxlEhAldUwcPHCBQ5vbhr2a3QMogjL1ddG1vVrOb8POiYnKMyR2iVcA5phba1j69KuYa6lQAnPyyS48dRJJBc6pa2PYhTHxFkx4ta2rNA//TEwxk3m7WYtzQESJvyfXBxq4NK5s+yeO0foB+t4E1ouLPeYH9tgNRiFsW07mtARpXFvfvRQC09aUOoFFE3r8jP41RjdtifTSyKJOQ1Rlb6xs4Sh554//i/85c//As84fIhGl0D6/6l703BLsuo88117R8SZ7pjzVJk1F9QMCKoQQkIggQUajSTLEgYBskzLftrd7n7aj//3D6ubNrYmLCRsa1ZbsiUkIRmBkEFMJWaoecyqyjnzZt7xDBGx9+ofe++IuDezikIWKDvqqTz3nnNujHuvvda3vvUt1FnWrcXfdJTXv/Wt6HAOJ1nEtSNFFQLMSdL/duCrwNKOzQ4yHLl6cmfIfUbuhQIBrXG+JMkepyIpIdjTZKKlu0BhokMU56c4VPP4bD3EgqW19TH9QS+IjGlGYLeEsXH8qRMs7wo27fKq13Z7IaySvSKyFH8eAN8NPCwiB+N7AvwgcH/8kz8C3hqz7/cCa18b3w4PVFVxtW9FbAjGwnkXcG7bamcDFEVOUQRIcifn0ZpYvWilEZ/qJgGdc1RRNCklKlMon4xtgDYCrGHEklcTLj36MKYMBkeMUC4s8rq3vpWjL7qR+cURvWiwjTGRhRKtXuf0AqYmDRyTuvNkqVED0iw2kcjSFHfVdcDMvfOUz57i0Xf/GyanTweZVoUaITPCeGmJg2//KRZuvJGsV2xfvdO9it6sjwlJX9fEiiOcq/nkffeFXo8aQkyJBSRb0wmXNtbTKhmeV1K6S244rfFX2khBJHAdGslZMZR1HTwY70MRggkl+c4HsX7nlNlkRlXPWFpYDJWc3jVd5Le2/uayrt+s8S07xkHA7YU871M7B1QEGikQjR/esrg0h9PkwXaiM00TO4ELFiQHKeLPqehj2jynBkrZFlEmxpSQeTj75BOU6+v4usRrzcwIC9cc5Z5vfy1ZNiC3scjGW6zaAElERpNs2y+NQFpbRhbMXaq5EASVjNCLsybkiStK4ymcklU1Z7/6Vf703f+aWzLDcu3wtmYiNaX0Obe8zGv/8Tuwu3ZTFT1c0jHXYJiNhixOck+kYWkIeGVt9RLnz50NY8wI3sQkrcCF9Yuc37qAMylVHB1DErYPQuBja4RPmg43EpPRxsWWfwaiUmBVClW9GdoZeoJRj7UgVT3j/PkVlpeWQe3zZlpeCKvkIPBrEsq7DPCfVfVPROSjIrI3PqMvAe+K3/9T4I3A48AYePvXPELCtMXgAz2XpPSZqFLTsqLXzzE+VAZmWaDcCdII2hBvaFcylRagaLy8WtvGtsaaoDed2pUl97KzBbF2gfVVLj39LPPGohoxskNHOfiiF+GLPMhftm5O46km7zqd387lspVkiaXmcR+hh0QotfWRRZCYJG5tjUff9z42Hn6EYZGHASTB6I3nhux720+y9xXfStHvhdNpICOiE5R8OI3edk3tomcmgbI43tzk5KlT3HD0CFag0DJQr+qKPXv2gBemsykPPPooR48ci/itNr4XGptHJC64aS4zEMWcI8sCJdBrkGjNsjzyxAUjNrQuqx2XLl1kaWEJI5ZJOcNaQ55ZprOS8XiT/4HtGz++aQ1Yc2uS7osxZFaYjmcMhkWMhsJ4zfM+Qts6K9y8BDlJ8wzZNmajb60OJIp0RacQWmPfJt1iUtB7cu85/dijDHNBXY2ajIkV7vrO17J84DDTVEHoE5GvxeSlcx7NWTXJRiFBwxLDThv/0qiNl+Sw8TqtCnjH7MxZPvrv3suxvMeormKy3+BMjzO9Ia985zsZXncDs7xHFfH3Vjqh6ymlvEssDlMDGmi+n/vclzn8hoM4UwcnTcP1+bJicW4hKFx4x3QyDpFzbltHj8DHDg1+bbzG4GWJUYxRqllIQnsNidqtccX8XB7GdpOIDpDLiWdPs2//HozNW+fqObYXwir5CvCSK7z/2uf4vgL/9Gvtd8dfEYB5wdUOWwNZi4lmWcZ0VtLvFziCd5bbrOm8IeG48XFJgyenERRabLU8bSF65FlK1LUQRjiblCwKZ2a8ZyoGnjlOdeYcTg2GgLWbXXvIRnMhf77DuU6UqG2wC9udcCEwNZLxDhFA976kaKGVBbXljKd/4zc5+8cfpJ9noW0aQi8TxoVh+Yd/mEN/743ko36QAqBljXQsdwMrpdJ2r62iGcDL77qdixcusPnYaXTjLAPWyRf2Y275dj7/wAPcftPtPPnEkywvL9PvFVRlEJYPcq7h3NV7nPPbmB/p+rwLzVGdBsGwWVmSx2dibKhG816ZTmdMqyn7DuyjrEogMIkANre2sDb/egbbtu2bM747fw/BO43PQYHFxTnOnVvnuhuGqA8mLVTOCiReNHF8NomxdjwkGVW0bkCRAE2FxJsxtiMLbCKEkIxMgjQcpqpYffo4S5kFV6NWmBU5i4cPdeh/Ca8OOQ3TGO00hzrRBYTziK+aJlT0StMctQpWg45LLRneC/bSOh/5xV/CnDnFbsnwWlNaQPucN32u/6E3cOyeV1DmvabXZIIpQlViYoBo1A8Kc99jEbVYYHFhjiMH9rJx6TT9OYvzM8pJjWQDxBourF2iX9U8/Mgj7Fpc5NjRow1On2CfJD5n4jPRWHGZBNJmM8dwEIvgyFjf2GRpOdA/RVPeweJ9zclTZ7j7pXdEO/b8GvMvxOP+pm0BPgidwamz6KEJmc1wdRl6J5qgu5HKqBNnVUyiEoZBn0SQ6jol3LTxxrMsGv3kiaZYXqP/oIQJE/dv6orSWupnTpLNZjibk4UVhf6+vVAU8Vxao9wa7Lhd7sg3Ax2hEU/aSf9zUVMhWflMhIsf+yue+Z3fYRDDt5qaAkNpLfPf8yaO/sg/pD8cIjZh+brtBNJPStLM8qGs38UwWgziZujph1g++VVOnr2fhSWDHcxw5lU89EDOfcefYmG0wN233oaxeWiwIK4595SKdRqEp4o41JomFmkio4GbXzvKasZ8fzHQqyRQKMvasba2ysLCEmBxrgrSAdayOZngnKc3GH2dI+3vYouGOuYDAlwQvLfR3IBTJy/S4NcKoSFwem5KO5g6UaEkr9dFZyN2CccgEvpWhqScb48f96J0sG9V1NeU6xvUKxcoFEQMzljqoo+M+g3/O9DpAA2VkV41RJo0bkbnkuPclFb2IX0vAcYuauOIiyXnCNms5DP/9b9y5r5Pc8ugF8SjYiBy1gi7XvtK7nnz91D2LXWjnklHMCr6w3FxCLep47QoGF+S6RZ7e1Oe+dJHOPH0A8hsQm4H7HrR3Ty8OeOJZ87xsjvu5fpj13H4wAGMGPz2Wd25i55mrkWIRsRQlVPUFXjjMFjWN9Y5srQn3DcMqiFv9OyzZ9i3fx+9YoBzZYzSn9vrvmoMd6qWssbEkufQXivhzmKEqq7pFaEa0Vhp7G3HJSHRqnzkJJdlBWgsGtnOpU6eX/LEuzh5+t2hFITQbu3UKbLK4W0M4XNDb8/ugI1dfkHbwp1twWzXwDeQUNLvCD3rEr0uRRGKot4zefBBHn73e+hXFZIJs9phvaEuBHfHXRx5y9vpLS6gWVs234WL2oUhGJHEYCmj1GyoLHdsPfEZzn/yP8EgI8sd02yepXyELuziy8+eYWbHfPwr93HrDS/C6pXK2bV5dc6TErBJnyJxVoNOBHhf43wdchaqZJEAMSsrZnXJ7sVFnKsxNkjEzsoSV9UU/REmu/pL3tlmbAOtLHnQ1mYM5/rMZj50T/EQSstTSH6FVJQk3DWwQiQuuEFbI4MklqRqK1OLAAAgAElEQVRpevhmbwEeSRGoIF6xvmbt1GnMxhY9BPEW1QwZjMgX5qhMXFOioTXRwxG6gzltKcZsLxuRCFfEz5vEeMSQxSDek9U1T33ykzzwgQ9ww9yQbDaOcJ7hYp6R3307r3nbTzAbDahNW4fQNdqB+htyAekEvPfhpDX00xwy5aEvfIwHPv1n7B7Bvp6nPxJ80eP85gkeP30JBgtcWlth395XXJ7Yj/dStumKtFKuEiEXkYAiZD2L945ptUmeHWki/ECscDx74gR3v+R2Qhcz4fJ2c9u3q0qrJLSlisJMpIKO9KEwnc0AKHpFx0jEpTh6n+pC2XRVV1RlSSrCKYqcPM8aox2Olyh4CUpJAlMttBIYIRZbz1h/5lnyuOqKCJLn5KP5UA2l7UBMXvxl4zmeb/f9UL7sO4wTInUrXLMY0yxqnDnLIz//C7ByHiMa8begBTI9eJij//hdDPfti2waoR227T2keS96697hqpJnT5zmwx/6MCuXLrH+2Ge48KnfRE1FlRc42wtVi/leVmZ9NscTbGkoTBG9sBAymyjNmyZuuyCmID0tIYpGNcjaBYNT1UFxLssszit5llE7z9rmBv3BMIiLofT7RZNMtTYjKyzD3lXjf3ztLRrRqOEYIASEhcWcCxfGwV6LEpJTkmx3w0xqxfyJ8qI+Rmw5RnoYGSAxQRmSZyFkTwolSXfaa41qDVqH7ujquXjiBP3ak3kQb/De0ptbpJgbkNrmNuk9DRBHMiAajVA7iKFj4+IfpTe2OzRZ3FemNRefeISP/er7uNEp87MaZ4UZNeuF5eL+A7zu7e9A53dRMcJJDzUmViO2B1WVAEN4i2JxHsqq4sGHHmS8sU4hFU898Dme+NxHObBbmJ+ryIopvqgo+3B6ssrUBkM/m81iTUFnPqnQ6JlHTZIUPTZ3KLJWTNQq8l6ZTMbYTMlsr7mHIo5Tp0+xvDxPlvdD5CQ5SUb2ubarwnC3K1Y40+Qb+LiKKWDF4mOBStL1QBOKEOiAVV1TVhVlWTbwSJFl9HsFNmphN1TB6BGLErVIpEOB04bvba1FrSWfThifOR0ZIBlgmHgwg1Gcgm12GQDRJqiV7kPvCA0lb6pNMkHC/iQuYDYKP5n1VR57z3uYPPAVekYijOPp58LG/IgDb3sbe170YmzW4aXTTiTZYchDeBzgEec8hw/t55abr+fxRx9m/dRDSDZjOhzQz4OQ1yjL8KNjPLA+Qfsl48yzMrnI1FUxug+GO7MZCc9MPSfVJ7H4zrXHqGg2C2XLZVnSL/oIBu/DMy7LmvFkQr8YICL0ewWZGOq6DotTnlPk9vkck6tkS+BIkhYILAuNIkWiMBoOGW9MUOciTCJAiUgdI7EMFY8zE2opqSOlTwxkEnjUJlEAmycd8xuijcEMUE1bLi/kIEJROjbPnKboCTjwpqY2Gb4/xGehilJNgAOMb8hwEBkuqc2eUWIrtAiWxdA280QMOuHBglWL1ZyMHOOUrVOn+W8/9172rm6SuypoWFfKlunx7GjEq97+dkaHrwnwiAkQjEnH7l42RKvoUXUYKjKEhf6IT/zFn3Pqsft58L4PsTSY0TczyAwiGU4tZX+eUytjMtujjPBdcO4C+wUNGHmCoJSgjNgk/6MxV6nS7Kb2JYKwuj5maSE2W/Fh3Ho8p06d5+g11yHqaZtf6POO66vCcEPrnQnhwdMxZgIYGzRArMkabeeU0XbOMZ2WlGXViiOJUBRF0OWI+LePmtSqGkvnQ7eWOlICjUiEU7JGCMmKgLGYjTX8+jpBNCZ0L/dFwWDXIq26W9cwEqsf4+8Qjfn2aqiwaG2/3mBoadgoWTXj9O//Hhc++SlyL2jUEclMTtkfsOvNP8yR134Xeb/XNDXoegddICfh9l6VWj3OVYGWp8rRa6/jFS86hj/3OFPJQvFGPcFRY5zA4i6eWp8hM0c9NRxePkA9q9iaTUNXexMSim1HGm0aNKRGGA1FTATvHNPpBEEo6xn9QZARFQn5gtXV1UYWNs8teZ5TVXUYB2LJ8sBc9nVXfe7q3LRz7UT+tYo2o8ZmBYPBgHJWRr3rWXQuhsEQ2M0oTjTAOQNSIZL0onOE2HYuwifaeNepCjYeN4ophURjDhKKVaxXNs+fI88tCf92gOYF3oTib6/tM4QOXz9eY1o0tPk3jjeJ5eKS5oGBqCOSeYs68OMJH3rf+7EPP8Vi7UBDzcIkz1np9bntDW/ghpe+hDrLURuSpMm2pQRp27gkwVLpmEqeWa655jBv+t43kGnJ/MCQ51GlUQ2qOZXps6oZU8liwtxHuxOvl07yXoNIVSqE1yYmiYcWDSy5uqKqp4jAxuaY+dF8k+cRI1xcXWd+fshg0IvFTEG2l+fBt+Eqwbg14mWNZ2gN3jmMdkKR+ECsNY3BVkJibTorqaqKVBmZ5zl5lgeqn5jGeISCkLbQJm028ae7rcziwzfqqQzopRXq9Q1iG1AyA9niIoNduy5bGUVa8ScIhlIiIN8wAbSTbU/xMAlKiDxdUdR5Lvz5h3nmt36Hnnd4Y6i8JzcGZzz2Va/kpn/44wxGw4YoLc1+vtaNJ3jdwc+lwuLWzlFOLjK2Sl88azPD3nyL3ugYj6x5LpaXMNai4rjl2ht48smnePzJZ7jx+uu547ZbEBtKd50PFZGCYtRTO9/Ir6Y1yjnHdDxG9uzGOU+RFzjn6BUZZVlx5vxp9h84Qp5Z+kUw2kqrQS4izGblc2FSV9fWeSANWBcDtFAw4uj1LFobskE/tjELX/KmpC4tvgJjK2xWR8H9IiQ4O/tL8qpNablKgF06+Y40xoiddgIm63EbmxSVNrkVvDK/exfYvPGTu9fSZVekwwfEIjI60rsCPvKkjQ9jO8Eb4hWqGZ/63f+X9Y98nGvnelhfYRAm1rJaFOx95T288s1vpioGVDYwOWzMlvpm7qQjdsaCJtqjhGKfTMmAp594FD8bY0egRrDOgynwc3s4s1FRiqFShy+Vu++8nUcevh9XWa47dozRcNgcTzVVsMZeoZKTwgwRYqebMmr/OLyrGPR6kUocnJkTJ05z7bUHYvRVEErxPY107nNsV4XhBm10n9Gke5Bwo6AuJypkeU6W2YgZBd7vbDpjVlZYG5KPvV5BntlmMvsGf+Iyg206Btt0Jn8DqRA8B2egPH0as7lB7S3gQgl+UWBHo/g9wjEb2Cf93hpvX2sL8xFpgA1FKl1/OKYSQsvx/ffzyC/9IkzGZBr6MRobiO717bdxy7v+CYPlJTB227xqtXFp2Cohau0wZ6KGNt5HUS+lt7Cb2gzR2QqVGNT26AuYPcf47GNnMWaG9uZYkJyj+w9zeM9+brv1xVRlDQp5Fnq4oMpkOiV53WVdMyTQ9pIem/Oe6XSGqm/6gLq6QsSwubmFV6XIC/q9POioqCPLsgAFKWxtjanVMzca/i2MwW/gptCS9VuIAVHUBOw5rLmePOthtBciMZnhpGQ8qXClYTiAPKsx9BHNmzHe5FVI0GIHa5W0UKQKQt12HiEqU6pqRr22iqmC1LFRmPmS6669htor3oZcTxigXd86ulBKQ41L8GAYw4mAqBHWCKXsSXYBqXnsL/+SB3/9t7lhsYfWW4BlJgXreY/62mN851vfRjkcMsttUKRFY6m6BJ156UaxHb58AC5CFJcegyqFMcyqGUqJt5Cp4kyfsjfPo488hVlejL1gDfv37WNhsMSF8+sh4jAxYlHFdyCNpiJVUkQV5rJzFZR1zE9AlhUkud2qdpRVbHaOAYnFOJoYNs+9XRWGO1RMKpmJxlKC8xhKoptyDooiDzrOzjOZzphVJXVVY62l1ysoiiLSBKNIU4QEksGCVuY1VUimAwZvoQMqJM9VgxndunARS1DTFYUsy6nVgM23syk6ntU2rzd5KQpJB8Q3EyfZ+BQ6h/fq06d45N+8B39uJWi3RaqjCFQ3XseN/+JfsHjNsXD+0v6txvNOuzLbaCztwlGrxzf87TiRNEQxWRRDmc9KGF7D/ZOMM26dfm6hLHnDq7+Pa/bux3kTJ1BQXiTPyHJL3/QDq6euUA08cfXaVE8aISaSS7x68iwn9Vt0zjEtpywt7aFfhPtb1jXWZkGUC9jYGjOejllaXHw+KPCq2JLBSB6qRiwslZ2HsVHQ6xkGwxznx6gotctYXdvCCywtQm4N1i8QBIlcDNVb0SlaP4HUtzJsBqJ8qZcw/tqT84h61i+cZ3rpIktVGA/ioRZPNhwEGKwj/Uvnp26xS2PGO/CslQCtJLjESpKTVbK65NxXvsJf/OIvcvN8n1zGqFEmFbisz3jffr77f/mnmOUlZpnF4SkkVGrWRjEaG0DQwjRdjzt8UoGvCOJXBvXC7l17WXmsCp4yHjWCH/Z57NxFqrygn+dU45LvvOd1LC/sJpM+Rw4vhX2qIuSIyRAVPCWJtle5mszmsZ1ZgG68V6jDqjY/msNIhvMV1lrG4zGHDu3Hml5cyGtSo4qvJZx2lWDcoQDDe9ch0ceqPkdjaIssw3vPZDJlMpkEo20sg0GPQb8fu4WEBrfOhZ6FafU3pqMIaGPz2rjf9J103C7MoYSqsq1zF/AViM3DzfVKPhhClrWz5Xk3acdVg5fQULS9gtPQstQrMBnz6Pvex9ZDD9KPRFlVxRhPeWAfR3/mn7HrlltIzZWveMSGJrl9WCuh6KUqQ1Pe1MjWqFIPlhjsu5F+rRhrWMgcxbHb+KvjZ7HqcarcefBa7r7hNoKiXLhvToMqYl0HQ5LnGYNBn9DKLTRLqL1vcFEIxTlVPUNQelkPiItSXYEIg36fosip6oBrZzHBPB5P2ByPKYqcQa9gPC5f6ED7O9uaAqjgSreLbCwV997Q7w8D24OaaTll5eIllIrlpQIrfawugBjUjFEpY24kVuolD1QCHdCQEZglth1yyUvoQiniMd6ztXIBLcdNhaHH4Az4rFOg1k04K7HsPnruXZZXZ/OEcvLaKM4oFR5vPOJKZmdP8+c/9/McVUffVOS1wzuDtyNOzI14/b/831jcfw1lnuGMUKgi6lDxGI35ItFmXIfEKPGzKHLma0g9Jb2As/QXdlFKDppja4OXgs18wKcffBSfFWxuTrh291FefecryX2v6eKe1C8hVHxaciwZiWFS1w5i42WNbCFVjT1RDUtLy2EBFYPXoBS5e9feeP9i30lyjA3R1vOZlavCcAfs2QUaXnwv4c0usjwyG9qAjccTJtMJiifPM0ajCOxH2KFNhNEYa2t2ij1dwdB1qGuN0Y5WNSsnTE6dwjiNxjMkR6SX400HGtlxTVe40ss+b73klFjyUJWc+oM/YOOjH2VOBC9B3S3PDJO5Efvf8Xb2v/xeMJ0myWEn7eV0fRDpSHDHGex9q7stCCqWJx5/nN//04/SO3w7nj5975jbezNPbfQYjyuyyvDKG17CD33H9zHIc1ID1eRR1s4xm5VRIAp6Rc6g10cklLVPKxe9TRrubkrgShawcSRQp/K8YNgfRDqnoVeEHn7j8ZSt8YTMWuaGc9S1Y31j4/mG11WxeR9L1zUtW5EYjQ/QkXiyQnFqmUwNW5szBv2cXUt9ci3IpR+MtRknqShC89tkoFvBJxP1ryUmJNOQ9po8/1hqTY0n0AGnly5htG727YQAj+Qx4lVFfJJroh3Kun1MJ+mKtEXz2ezDoIirMJsbfOa3fpfeqTPsNoZerXhvqe2IZ/o9vu1/fRfzR6/B2QwXx3gyyL4JJtu8UAKDEvQjeELWU+O1e7Su2djY5MJkQm/PAaZlD9V5soVDPPDMJYxZoN6s2N3fxfe/5gfoaR8jOaiJUXKFaknQVQmZISM2MkFCty5N16xp6VCqyiECRS+P0a3itCLrZUFil5hBkKwx6rOq4nns9tVhuCF4Ht61GHQwsgZRHyduzmw6paxLrM3p9waMRnP0+zkgDUtEoFECzGwQzzHNgGr/b47bOYeEbTc4MIRBUlasnj9P5YJQjXhPJgaGc/g8a6yj0iqDdbHr1ox2jxYXB9HGmAaBNmXzi1/k2f/4HxhWYQU3Anmm+FGffT/+Y1z/xu+HvMA2vSvjUZKDrUlHIfzekAObyRYFnJqoIk7IPOOV97yMAzffyeLNr2RULLJ4071cLIbcesuNvP6lr+Hbbn0ljz9yvGGJBAH9VAnpKas6JBEjA2E46NEvAm91Ws6oXLgv3nvERngFYrgZwnZrhF6Wk0cPO7MZqrH0fTrBWstwMCDPLevrm0zHf3ORqW/Wptv+ke2f+CCXixHK2uOoGC1mzI2GWBmQmRwhqOI5bwM1TYKQFFIhmsVGAZ1kIwnq6+DQydsWjeNOQRwGZby+hjEaeeEBJ3ei2LxbCBQjhmYcR5PZdRg0vC+SCsACjJZ5KLxS1I68cnz5Ix/l0Q9+iGP5AFs7PEKV9Tguym0/8Waue9nLqIqccRF42ii4hGwq1Aa0udbW6xc0NDiITpB6wWPweKaTDT72ib9kvSo5dOOLuXip5tKmwS4f5fETGwyZ54blw/zo3/shlnq7UFvQZAjEgVSB5tcY7yCKZmKCOMuLYLylez8803Iao35txjnUWNuBawlQocqM6bSkrtN9v/J2VWDcwZBGup5vr9qKQY2jyPIQPgO9okee57GJQZCC9VH7IXnU2sVzg5hu20Ek3ovGuKbvRZObhmUTWYrA2kW2zp6nMCEArb3Dq6VYmEeNbceybMf32sCqPUpjsBOuTcKWw//TRx/m4Xe/G7+6hs8y1LkgXWqg/7rv5qa3vA2JwlFAkwRprkpkGzSSrnWbqVCiyFFX00G48dprwzPIcw6/9p2ce/YJ3N59vHwX7FpeZt/yLipX8+CXHmBzvMXcaATpvkduvXM1k+kMG/XORWA47CEmdDOaVTXGGOq6Cr0iG48IEnUts1lMDhG8NxGm05LxVhD6yfOcQb/HeFKxtr6Bza8a/+N5Nh9kPKN3HXzuAq1rsp5gDNRuihUlLwwiA6z0AIuTKUkRw3SebfD4wPpYWSspYo3GOT54H9Xpkia4amyeKxBae9WsPHMCMRnMIBNHaXIoRpi8T/Blw37Ti2wbXfE4EnjIyZhrxLctQm0C5VC04twDX+XLv/6b3LQ4Ar+FUOOlz8lcOPj67+ClP/BGfJFTxsdq4rxNJk8IC0GIJ9LhJfkRaXJD7LEp3oCHfm/EG77rjSAzjG4xXNjFpbWTXHf3S/ge9nDo0C0c3nuUrfUxDz/yKHe+5O7miAFKzPHUKFXoGi851odI0WovdDbyrSCc90pRCBcvjYEMJMoPi4bkMgY0BxM8eK9QVRNEPD3ba9lHV9iuCsMNgrHBazYxLBHJEFMz6A1jR5R+lEkND0e94l0IQbrVkF2jHd6gsVrh4XdgEFrIYnsNTIt7O1Hc6dO49TUSti0EUfYqjqZUTtFtUNxdEpqMfxxUjTnX4KOHZI0gG+s8+ku/xPTJJxlZG2AfCd2m3R138uJ3vYt8NN9cq08YyY5rCUdtPeydkqKqPhQtSCqHiLMg3l8QJrXnk195jOXlFdY3trjx2iO89ttfRZ4XvOY1rw7JxJRVj0L9wSB7yqpiOpkyHPab8LxfFNQ+w3llOp1SVzV5nmOyULzgXIW1eQinoxfiNfDty7JkMpmBEazN6fV7OOdYvXQJ5x3zc3Nfe4j9HW4NGKbtz2GMhWIum4UIJLNF4zmGVcuhmsSG2kKtBmST+J4kHsn2uoHU2KJxRDSR48LiHsyRx1aO9ZOn6TtpckxegbzA5HlzzNZH6LomycXRht+dtLglMsScQuYzTO1YO3mGP/jX/w83lDVDCdXKTg0XLPTvuJXXveUtuLxHLaFAp3uUZjGgCxV0qxSkjTTjnAsJ3PSJEJaRHC8DzNw+vvr5h/jM/X+BNznXH3spC6M5dg0XmG5u4n0VF8q0IgQBMJHQgV2MtFFtFOAKa1Y8tnrm5kf4Uy0vu1UWzMKzkToU9IhSuwmIYE3eLoDPsV0VhlsIeg21ryJUYjHGYY2lV2SY2FvQa8Cv0+C8DK9uDFQHPog/dZh5na+3ycnLAsDI3vDA2jPPwHiKMQPUOzTLqDFkC4uoNSRWStq2/Rxnq/ouXBKwr1RxKF6RWcnJ3/4tVj/718zH/pmiHiOGycH9vPh//ueM9u1vBiGwg9y14/jNgNr5YQwhRTAmtAdzye9uBOgNNjNcd/117Nu3l7p27Nu9C0+oUhsOClRNbJIQklXWSpMc9t4zmZUYayjyPCSKncdFPnc5K4PIjrWBux2xdvVBZEglQineM64r6qoCBJvlQe4Aw8XVi0ynU3qDIVn+N1cH/GZtpjMAG6fBQN4L5enWREqf+GbiJ2os2umbepmZikJNtI5mMLDSfLuJHrv/ajB+Rj2zlRXcpTWyOp5fZKSYfo9i0MpLXHGsRWOezMx218WHiEwN4kE3Znz4l/8T+9a2WPaOMnN4J2z2+pzbtcAPvfPtMFrESYaXgNZ3K5LlSoZMOi+dCd7Ok9QuLZ6dEYhQk2PEdTfeQX8wZGtrxkJvjswHDP76644FLW4v2w7WaIhomNOYJsZpjLai4MNzHM2NqCrF+RmoJal7N0uPVHi1qNZgaqwUoBmi3WX48u2qMNxKUgY0eBc8TO9dKDdnO6zRUPY6XnFY6Fu+NrQDyGvrfXbpfkFTQ7Z7wOnvOhlyUc/0/EVs5XC9UCZuFKa1MlhY6Hz3+a5PGspQ8soNkcKnCt5x/k8/yPHf+k0WNDA+UKWXGbYW5tn/zp9iz223BW+jE6GGUFS3Q0Od4wqB754YBxCTghpoWta2C1/jDUasuq49s7LizLkzbE63KMspRw4exItEbyAcIOilhNAwzzJUoaqqUBU5mSHEoilVXBX6arY6MIbhcICra2xuA90xWp9GOz0adZMVFHlBnmWsrW6xtTUmyzP6/cF2ettVuoXkeViQUgPrkDQW0CBbKuIgJr7CxA7tzZLPmRyMOKIap6BbZdfyVcJv0Qm+bAuFUYr1ntXTJ3Gbm2RIKKvXUDDTX1ygmJ+jvmyMyw6jkkK5MKcSo8IggXftBcoJH/kPv8LGp+/jhn7GTEtKVWbFgKcyy+v+yTsZHT5KJTlesthaIUA+4ttx3V0cnmvqNdGFEqJC9a0HrkLqaF9WlkqnbK6ucuKZs1x/9Bi6tAei1omJkYlvbmK65tSSz+M1j8Y8SDskhyusNEqR9xHJqKoJmR0ReNpx3sVcGjLDUxM0SgqMCUyUK5Ee0nZVGO5gMEK37tpHZkWseKzrmsLkUXs7GPBY7RpWe02luDt3mgpOws9oCxl0H3h6Jh17GAsDwjTJyykXHnsMo+EBZsZgBXyRky/MBd74jv01Z5PConiQbVBKGkhemX7pqzz8vvcxLGu8BIggExhby+AH/z7Hvuv1kOW0TRbaqa1XCCVaqllzK9qT6sIqscJLDIEqhSIm8AaqqsYYy+LcMtccOsr8cBihCwUTFiLnHCsrq5RlGboR5QXGGvI8x9U1lXPIdMZg0AuFU/HMXSzZV4Fhf8CsnDHMR+E5xON7r8HIO48XQz/P6eU5k8mEjY11RGAwHGAF8qK4/PlfTVsT/UhT10h89eowZhrV5wxQNJ+Fkm3X2sXLlmXZ9lPXq4bWSdhuZOO3lCbRvrlyDvE1Smif573FIZh+D4qswcrTOWzHt5NMRdi3xlL2dFxVMFXJlz70Jzz2wf/Cnb0BSokXy9QoJ9Tzkh/5+xx92cuoJQcTMGOjCkbxotuMVHDWLr/BEj9MUWxj9NTE/4PxNkiTk5pNZrhZwcEDR1icP4Qz4GwIWYzmWJ+jdoIniNVpqtjVtIjGYiWTbEsCD4OnH44vzA1HOFdjbeoS1EotewSRKjg4UoT3RFld39hWLLhze8GGO3YI+RxwUlW/V0SuA34X2A18HvhHqlpK6Ib968DLgBXgH6jq8efbd7jFASMyJkiNWpORhJC8c9u6tadJn4x4k+lLnzc71vYl/p3ZgR0815qWduNmE9bOnMU5JY/hq1Gl6g8Y7t3XQBHb9qOXTxTVBEcE/CUlLv3x4zz4s/83/dU1LELpa3Jr8MZQf8vLuPlHf4x8MNw2WBtEqC2OozO3SCUJze9dtyuG37VzXLi0Sr/XIwjA+3bgR57xV7/8AOtrG4yGI+6992UcOrg/DqbQYWg8mbCxuUFVVm3Vaq8IXWwihOS9MpuV4bM8PFNTVtQxQur3BkzLKcO5UIFqYhcT71wzcPv9HsNBH+dq1tY3cDgG/RFZllHkGdnfgjrgN3J8dw7SPrtkvL2jacRJMt7hG+FhJO8tvkf79+0Tjn+jaf+yLUnevteacIkQl1Fl9fwZrAFcAhcs3lr6i4t4s73wplGqbJaJTscjaL1tDYp/oo5TX/gSX/6V/8htcwV5NaXyGdQF6wKHX/dtfMub3khlCiobKJI2wqJJuKqJlK/goMnld6E5z7RwaKRGSoywDSF3khvDyoVLTKYlZVWxZ+9+Sl8H4oOvsRgcE2o/QRHUWTLTC7K5muKZ5Bmn/YdXnyBJhPmFEZNxSa+XIltLm/QMC0pmgqaSV8/KyjobGxO2dT7asX096fh/DjzU+f1ngfeo6o3AJeCd8f13Apfi+++J3/sam8akn0RBFweR2ocQu7h0vi0dD0OIHmCLV1skdsWWFlJJf6vt/97rcwyG9jvu0gqXTp2JgzEmCw1sqZCN5shSJ3lNPPDnDm8Eid534PPa1TWe+Pmfp376ONZAZX1kxWRc2LOHY299O3O7liOs040ypDlRiS6IdNgk3evYdt80fReeOXmCj33qUzz06KM8+OCD0QuxcT9Kv9/j+970enbvmeeOu27i3nteEil/4b45FwbrYDigNwxwxdZkzGQ8oS5LqlkZmCuSvGcf5XKDGqHXMCyLoghNHGIrLyth0NfeBcWGomA06CMIaxubVHVNnuXkRU6R5xS97Gvp8bzQ7Rs4vsMITI8oQUUN59nn8d4rQgVSIztcrskAACAASURBVNLRGYHGckrzX4sqJ98lfa3x5xPtr0EypBkzaU4YH+RccyOIA+MV9YYZML97F35bp3HZ9hIWA9OY7nB2oaKx0JpeOWP9sUf44P/1s1xfw6hyOAGthTVTUN1wA9/+E2/B9Uc4SU0RAtTgohORaQc/v3yI79iCIYUgV/z5L3yBj33i45w5f5aN8Wbs7RmvG2F+bkSv71lfP0MvFxb6Q8TFehCpcTLB4xDbtkLc3NzCOY3l/3HzingJdEzN4qsFHyo19+5d5sKFNULDrmChQlFQjYG4GIR+o2uX1lhb26A/KJp5f6XtBRluETkCvAn41fi7AK8Ffj9+5dcIDVUBfiD+Tvz8dXLlapRtW9LYCvxPg/chm+4iHpSUA8MDTKt7+Dk08+0U18T3U3PgbcFd9Dq2NU0IV9n8q3EmqFfcubOUG2u4LPSI8yh4j5kbYofD5oF2IZLtUElzE5vPRBUzm/HE+9/P+mf/moEJhlBrIctyLhQ5e//RT7J0/Y0kXY7g7Gscly2tsXHWonfSHG77YeOxo18uBuccuThOnXmGv/rMX/FHH/wTNsdbeO8bytm+3Xv50Te/mVfd+60UeZHuPnXUwzbG0MtDkU1/OCTPC8qyZGs8pq5r6rJkNiupqpLZbMbm5pitzU3K2ZSqqlAfqsdslkUsOzSKrr3D1eGz0XBAnueMJ5OgjWwMRa8gKwz9ogge1PMM8BeyfTPGd3wA6Xjx10TFTJ9bIA+THkBqMEG7JRR6JJ5251Wjl96poFVCkYpP9MBtpydNgCoCpnZsnj2HcUGfRFyA9CqUYjRqime2X0T3/8TWSA6Sx+Iw1ZTZ6nk+9O/fy8HxmJEYIMfXFiMFJ+YzXv7Tb8Xu2scsy5gZg/GQRaXKdKSOysgV72V7VdL5SKnKikurq5w+f4o//OP/wsc/+XGePvEMs7LEa4jslhYWeenL7uWmm27j3pfew/6lXRQaFy+FWgXoYxgi9MhsjzwruHDhHFU9wdrA5SZ62vjA8on9tiGK5C0sDNjamOK8o42qXLy6IMdrs6C9c3Fli+XlReYWtktp7NxeaIz5b4H/A5iPv+8GVlU1EhM5ARyOPx8GngVQ1VpE1uL3L2y70SI/Dfw0wOEjR0g62am7uqtTiNP+jW7/e+yOQdXCuB00UHY+4+SBhAHR4nfa/G14DQZ27bEnsVtTjClC1xtrA6d8cRFGQ7o0+dThY5teSUwepkSS+MClXf/oR7nwgQ8w8J46qkX2jWFFYPSjP8KhV30bxXCAi8yS1qOKOF3nmrdPyxQitp8knnyTy0I5sG8vd91xJ6fOneTM2dOcOPU0n/z0p9m/bx+HDx5gadcu8n7BcLAQ6WqKFQ3EkzoU8CBCXhR4LUHyoKFts2C8JxP6vRxBKMuYa/ehutK50JcvSegWeY4rS3y/Dwp15XAK/X5Br1dQlRXj8Th45FH5cdjrN82drf16Ascrbt/Q8X3kyJHmOXSX+UAFTQ8lGqduYrwpnWqN/Q5MLkafwXjsGMrb4QUNuRhvaoxCTdBK8SvnmJ29yMDliNZUosxMTYUyWF5CjA1FaALsEHNKYE2moFLjDWTOBq2kWcXHfu03sA88wsG8QCmpnSIyxyO9jFvf+haO3HALzgY8PTllaaFpl4IrhFPd64swkiIEPRYaiKHf69EvcmazKV/8ypc5dfoct7/4du68/Q7mhgMyY9m36xB7lw5ivTaND0wCwWNk7FEwBarCYGBA5jh34RLLuxaZG+bUlQsMKynj0eP8FAc+R32P5cU9zMYz+v0C7FZsw5hw8D7qPGfPnmZxKWPYtxiTN113rrR9TcMtIt8LnFPVz4vIa77W91/opqrvA94HcNfdL9FuljVIu0pkKzTnse017qPDiuga6/Y7XaO2A/ltQ8o2mqQVelLEV6wcf5rcKWRR0zt+Lkt7MPMLUV5zh5cd9ycibfJQQ0DpRBj/9X088e/fS7+cUQsohrywrLoa893fw3Vv/F4WlpaCWp5PkUh7H0IoR5toudKFNtfbvhHNN2VVYWzB0aPXsHf/Aa6/9maOP/0kDzz0MErN/Q98mb37DrF312727N7LLTffwHg8ZtDv0esXjCczMpsHAaHoMfuqQoyhX/Sw1jKdTRlPpuQ2qKwlzLqua6qqCsyhIlbJWks5m+KjLro6jzWW0WCAqDCZTIMqojHkeUZvkIcCHU2c7785VvLNGN933/0Sje9trzNoMOftBj28A0khTtDnvMQmTtTOO0pj8oJ5Tm8EPDX8qBjvOPvM00zWV9ktBajHi1ALzEToLS0EjFtMM1e6L0JwUkoRMk1dy0H8jPv/4sOc/G8f5pa5OUw9Y2YMmeQ8Ts2RN7yOV7zmO5j1emHREdMsMk25i3YO9FzXHcJXts1qbU/unntejmQv58zZs9z3mc/y5JNP84E//EOmkwnT8ZhX3vMKbK/P/Nx80OQXSy/vNXYnsEoUNAvUP3EIln5vQL43Z319glFDv1dQU0U7H6QEVFONCThnWF6e4/y5ixy7bp5aicwWsDbHZsqllTFFYRiNhlgJMh3PF8a9EI/7VcD3i8gbgT6wAPw7YElEsuiVHAFOxu+fBK4BTohIBiwSkjjP/RCkhUPSZk1gmCTYY/v3m5+27eNK+HL3nZ2fJ8gkmmnaSROqmPx0wvknnwKXkhwe58EZw8KRw/iiSLnGKx4vbYZA8nIKeuY0T733FzAXzuOyDD8rsWKY1jX1q76NW378rSzv30/ey9NJB/iiAwdsN8Pbb4x0vrMtcZo8fuDxp57k1LmLbFy4wEu+5RU89dRxbr3lVm684SaeePJx6rKiLsecOz/jwMF9TCYTPvGpT3Du3AVuetFNbI0n7N29m34vZ8/iHvbu3Yu3qe2bI8sMAxkwmwlVWWLiHWp0ZFRw6pBaGmPsY6FNvxjgVRn2Cooso6pqZlUVPCFrKfKMQWSRpEjiSnmKr2P7ho/vtHWNX0pgQWxuje6YqNJ5vZJhSg+383vrPWwfIxJi9ybZ5UPUljnP6unT9KxivI+OgMWbHOZGDPfuwdsIxwgkQDNFbcTzzn1wSAwZ4ktWHn6QL/7qr3Hr3DyZTqkNiDMcN4bhvS/l23/8zZTDPpUoIlkDjcg2+CVe+Q6HZKcxC3mjeP80XLnzjiefeIIDB/ezNd5kYTTPy1/6Ldx6y22cePYkZ86cwtUVp06f4vSJU3zna76Tzc11LlxcIR/2WNizi43xJoPhkJHtMz9cIIilCRIleJGM5cUFqqpmWm1iraAaOuSQeoB6wFSo5ozmcp49sUntSpQsRFo+Rqx+SlVPWVqaw5qgPZOqjp9r+5qGW1X/FfCvwtiQ1wD/u6r+hIj8HvDDhMz724APxD/5o/j7p+PnH9Xny9ilB5Bw7PhqEGz0KpPh3olldiGAVnejOfEdRjt82qUOJqyvDVzTz4GCZsdbrJ0+FYxnXVOpYnOhNMLc0q7g9XV3JImCmAZ1gEocodDBjyc89cu/TPXkcXp5wawqcRIEtrZuv5Wb3v5Odl9zBFvk284HDd3Sw8TSeC8MO6tEDe192O5pJz5vGOCrFy/gq4rVjQ0+/6XP8bGPfZxBf8T6xho33Xgj1197AxtbG5w9fYbdy0tsTTepfElRGL7whc9y0823sDXd5OzKOg899DBvfMObyLNQgFOpUlVBtrLX7yFAWYZEJXhsFooqqtpHxpBHsyBZMJ1NGQ7nUJT+MJRaz8pZUHk0JvC2Y7/R1pARtMD/hts3Z3y3H4u0UVKCB9IzCt5y1zDviA53wCRNZNf5jqYd6/ZlPXUnV8Abi9EANZ4+fpxeBsxqUk2i04x8cZnh8jJjBLYBgjECjOdrRFE8I5eBq6lWVvjQL7yXw9ZQeMfEKNSeFdtnevtN/OBP/xRmbpGx9Xh6oWRfO/vdifdsc87C29sYVjvuc4hOlZWVC5TVjDzL+PSn7sN75XWv/S4OHTrM6upFNjbXybOMmdZIz7K5MubUudM89cxximGfxaUlvHfMNmvuvusObrnlNgKnvoo+UA54isLivEQP20aINWmlR9lZhTzPmJtfYH1jnfmFvdT1jGFvDhGhmjnyoiQz8xhDzGc8n7/9P8bj/pfA74rI/wl8EXh/fP/9wG+IyOPAReDHXsjOmqYCQJICtSLYrKM0lgythhAkvdd+IfyTPGniq2prktutNfogTfFHKqlVlPrCOaYXLmJiWIkxGAXfK5jbvxdrTLNXaY7V8XU0hKkmvl784z/kwl98hF1GmCbWhCirRw5yw7t+hr0334jNsm3eV1N5qd1Jvj16eK7Ktu79SnCQAnfcejtO4eShQzz8yCMcPniAL3zxc9xyy4v53Je+xGAw4NiRw9x8481kRUHfGl79qlej3oXkonMsLMxTljM2N7YYTzZZXFhEtSbLDKoB57ZZRt4rULHMplPwQTAsz4M6YaoyCzBIRu0dqp5Bv8cgz1HvKcu2s1GvXzRVkslMhYbCmy9kiH2929/a+JbWLNMUY2mAmRLc1UJhpgPXha0B9eTyqBGCEFr6HGjYQ+0OuuXTgpcM4njfuLBCpho9chOYEJJhRyNs0cP60LkmbFFCNu4HAg/ZxvFlJzP+8r2/yuLZFRbEMzOO2nvGJufMoV28+X/6GfKlvYxzJfOG2mpMxG5v+xUcuOe8mc0S1J5HvA/xXnnvufa66xCB8XjC6dNnWFxY5LOf/RxHjx2lP+ixvGs3s9mUu+64i3pW088HLC/tYmnvHh578gnWN7fYu3cv9WyNr97/MNccuY7hsB/OV0CpgAxVg5ER3lckqdzAODFRejeLc9CytLzEZLbFgijWhOgxQIg1vb7BYLGmJVg83/Z1GW5V/e/Af48/Pwm84grfmQI/8vXsF5KDEYe2xMRMvMCuJ974F8nJVZqmCXA5NNI14HLZwNf2mJ0wEwUvwtap0+jqKipQuzroHKtSjUb0du8mEzrnswOG6eCXqDL94pd45nf+M0tiqABqj/WO9cVFDvzkOzh8x53YPG+vQGkKgby016ZEKlBzvRpkJTtQ0bboMt6y7t1ZXFzCqTKam+PokcO89O67OXP2HKdPnmNl5TyPP/EYP/YjP8pv/+6fcecddzGZTLjxphtZWlrg4IEjUfvcUORZaKhaeryvEQ0FJbkNPOCyLMnznKLIUfWU05DECd2KbGiuQDAFxkDP9hAxzM2NEGMoZzVeA2yW5xn9ooegjdfqPWxujtn8WzLc38jx3aygcZlPhsmIbcdeY7yTSQp/09Zttat3V9lxW4zVnSMQC21M45BArGz0Sj0ZM1m5yELsguRikZm3lvn9+3Em8LFdB2ZroZsAURgfBletFV/82Ie58Nf3cVevwPmSiTrqfMDTvZw3/rOfYW7fAaYSKmQxSlEbvPFRU4VuuMwVLVf3HqYxra02SvM1azh8+BpQpSwrfvJt7+Dhhx/m7NmzGGP5sz/7EP1Bn3u/9V6OH3+G/tw8k6piYWmZXbt3ceftd+KqikFvQIUPRAmXKJydKMa7iHuHikelRMRHRzEwhFQD5OHVMBj2qbccqo5+rx+Ky1QxWYXIEFQxNovPMTXIuPJ2VVROQhJpoTVIEjHaeO6pGKOVZZVGG7jrcTZ4mexsyxuHXdcRiZ6CaHBKmmeiocx249RZZFbhxGK9UqswNMLW3CK9vfvITRzU6Qg7sfg44P0zz/Lwz76b7Nx56kxiJ2+l7PUY/NCbuel13x2q1FKixTc7aENkicI/3fPfEV3IjnNow+auNxO/F1+NzViYX2IwGHD40EFWLh3l+muPcvz402Q9w8lTz3Bp5SJ7D+7hU/d9msWFea45ei2unLG0tMDFixdZ3rWHA/v3sTg/j1aKGA1MEe8oZzPyXk6WW7z2qadTVAOjpMm+x60oehRFEaQOFMoqUEKtNfSLPCZswkPzqownU9Y3NinLiqt9C0jaDtOnEiLN9B26z7I1tIkpBNLq23Tjrw4sKJgmSktvBtsajI4hSBQY51g7e45q5SLGhcpCh8cZZb2actNN14Veq9pCIwnKaI4d959XJSfu+yT3vf9XuXuUo9UUFcNUDM+K4VU/+Q723XQLExHUGDLvqY3gxGM8eNOO350me+e96RpOoCN81e5ACNXNIPR7ln6vzyu+5eWsr69xYWWFY9cc49LqJZ549Ak+/lefYGl+kRPPPsPevXuYTKfYs5YD+/dz8cIl9h08xGS6jqsUI4sUvVQQlSPG4ZmA1iBBcyasm7FnpMYqUUJEabAMBkMyW2BiAwavJWKC6JSYUEehsfHD/y8Mt0AoJVeCHogNvVXU+yhK3tYDhknQVlKKlcYLS99JBkugSQIFgaoONe8K4Wh6Ma7kwvHjGK/MxJMjlM7hKhgeOoBZmNtW/6SE825w7vT+ZMKTv/I+yqceJ88zXB0gF5sV+HtfyW0//A/IR6PwF7HyLXWJSddjonvRNeJpMnWvIBXhSIw0NC5wkiafBP9ck4cSz9UaAZtx8uxJZrXnxptuxRrh3ntewdbWJhcvXmJhfo5rDh/k1KkTPH3iSW649nruf/BLrK5tMZyb59WjV7Bn9zIYQ11ViDUUPrRGq6Yz8qJPnhe4uqJyNYXNyC24GOcbMbHvZKi2VBNK440IYoS8yDFN5XLwpDbWN6lm5WUFWlfjFh5pAuE6b2r72ozLy3IXYVAkfx1J0WR0QhvIr2PotNUp8akQJ2jnYoFMHRdPnUQm0wau8aJoBvQylg8foLZdOm5gpDQ+QGwpaHzJ+PijfPznfo4XG6Wnk7BQuD4XexlH3vhd3Pytr6a2OWVmyF3sPekJIk7agQWb+9Reexqr4VqlmdNtfke7gTPNlzVVj0oYNF6ZH84xN5zj2DXHWN/Y4MzZs+zes4etzU2OHj3K5tYGx48/xZlzZ7nu2mu59pqjfOkrX+Dzn/0it992O3fddQdFMRcdrDqIcfmsMxczEI/TMUgGDGmEdmM/yizPgwqkN4gP6oCQg9QYhiCz2OUn234jdmxXjeFuKEudFVWR2EQ4fq6QTLiKJ1NC1aSPetApHAz2K/S307AgqEpI+GrrpQYPol0Qup6MqaasnzoROopIbImmysTB8oFDZMNhpPe1MMT2iDa0hDr/e7/H6ic/wVyRMZ3VgTJnDeeOHuPOn34Xo93dLvFdZky4btNZedvH2HEzOtGGj0YaAtRj1LeVmmiAKWIRkVcTVggxGGtwZGRFwafu+wRHjhxlbW2VO26/g7qquP66G0Dg0KHDzGYTaq+cPX+eu+56GRdXVhBrGfYH9PKcIvv/2jvzH9mO675/TtVdepvtzduf+B5JkY98lMVoDxPJMiAlhpdEsoJAcawkgqIsQJAg+VFA/oLkh/wQIAjiOAEUR04QxHZEw5Hh2AgkQ4klx1pILSYpUuL29nWW7r5L1ckPVXVvzyOp2LDCmSH7C8x0z+2e7qp765469T2nvgdcEXjobVWqKgzEuq7Jy5KiHDGfTWmcD1WNFnwqgbDDsow6JT5k+OZZ1KqJlqhpW3a2d5nPZ4gJeicHG9rTFiKkPCRPRqtdjRqgJzkSTy0QbvJEoyTnJPHWGmrZ9I5Nutp0lWJEkv6jwYmQO4P1c7ZuXKO0wcNzGsZPDZi1dfLjR7C+oDHgjCf3gvGGOuqHlE1Fpg52d/hfn/1lTriWSWaxTbhul8uG0Xvfy3s/9nHq4QAvgvVBlTKRAEkfpze+HR/TFwWJZ1BkQbwpiVkhIB4jPko1xPtcIhXl08mQQGHQ8v3nX2B7d8ra+hGkKDl29DhHj2xy8sQJdndnIBmXr14lKwyVa8lMxgPn72dab6HW4Q0YLULpMjW00uKpQWeolAgWowUhNbJBCYJWXhSvLbkd4KkQRqiElYdByTQodYYJsUBjEPS1cGAMd1oadEpbkZP23keaII7YzpsMIQ1M0KozJhigVAx4r+Sr0Dtl0ZNdMOBo9EM1eacGdnfZfvllNPLHYmzI0CxL1u49B3nWBTZljzpdaJsXoX3iCZ7/3K+wouFSOVVKA1fWNzn/D/8Rq/edi1H5vq3pM+GVtE7/PPH1cZksIOqQegq2wIglE3AmD5OfZF0AqyXKyMabQPBBZKp1/OHX/pD7H3wrLz//AjtVw63bt/jKV77KO971Ti69dJG3PfIwDz38IKCsr0wQk3H/vfdhMksmoQI9sUxcOAnh9jLGBE61qrBFSVEOmM9nsdpKmFDUWsRkYXOOD7snFcJEV4a0S/VBY2J3Omd3OgVgMBgwPuBV3ruV0h4kD3oh00mAbrJdDAMmrT16Y76wYgwKePHfRTsabHERKZpqGoYbIQNuXLkSqgy1vktrbcUwOXac0cY6ddwAlPmQOeJFsRqcFYMwnLf8wW/8FttPfpsHhjniKmxbcDPP2T15nJ/9+CeQ8QqtRGNKonx6J6zr+KusNARBfCweIQ7BhfEalhEIhlC/J+toU5ccu/jRzkCSUnUo03qKyYQv/+/fo2pqHj7/CJcvXaIoCuq64djxk7ztxx4hywX1FXhLXTc43zIYjLCUCFmszhXdSB/dtpi7rZKj+MBTC6gWqDSkgLT3U4wOCTdIuLaGtDMZVII8xIFXB9RklOmXSqqB5E9VQ1KgsdMFiXUlxXu8EcR7jA+G25hkuFP+aa/dnXS2E7XSUyzhBjLqaRDszg7u9hYYIVNFcRhV5uWAyanTvehV4kpIXnsYkPn1azzzS7/EuKoIpZNaBmXOjXLIPX//73HynVH7I12suNx7Zc763qyDu7fqBypIkHbO9a//LpkI3hSYcoATGE42Ga6uMN25w2ByLFRXL4boaCOew1ACS/Kcn/zpn6aa7vKWU6d4+aUXuffcaV58/ihn7znDc899j2s3rvKwPIjE9DCDhspCreLF0Vol7V5r6oamqQgrB4M1IZjjmjlZUZK7jKauyDJD7TxWA5edVkRN3PKe55Yst0EyU5X5vGZ3dxoKD+Q5o9GIyeRgG24IBtV0xjfy0Ml0RycyHPOd1ZU4iauECdbEW9zQby+HxBAkI247hbpO/ElNV1TBiGBFsS5klFgJxhFCXrnPciabG5iiDPVU0+viQ4UbNQyb4D3fee77XPrtL3F+dZ283aH1wq4MeWmyxof/7j8gO32KOjP4V8mSkPjTZ5ItrCc1bX4JDpAXweJp59ts375GmRnUe4q8BDsiywpMZlEhlgITiJ5uHs+pF3BOWVlZYbKyysUrl/HqWV1f4/ad21y7eYNnnnmG973vMVbWJuB8lJXOGA5Sem4vAhba3YJ3Yas7NhhcFCUHycJUIW5hlZVsWaJPfHC4Ys1QEfDSoDjqJtTgfS0cCMMNoUq4YPYYL9WeA1sMwPmUQdHp3waD7L1fMM7xJ26LTp9rYi08Y4Jhj7Rw0GmwgXcSUbYuvoxsbdPSZ7FmgGxssnr6NEUUCQklEQwiYXBYH3Y1Xv31X2P2xJOUEqpDZ8ZwB+HoL3yCez70ISTPQn5+CiQRPWj2ZtBI5zrtHfm9RGzkspuK6YtPkjVz1u57GLIBzcVnaE78GMgJmpefosrG7NaetTMXmJxbYfsHT+J2t7HHzjEohqwbQ7uxwfEj65w9dw5Rz1/6yEcQET78oQ+yeeRIyKRZmEzS0t5r1OV2YRPOvKpompAV4lUxAsZYnAff1BR5TtO6qHkiNG1L8iFDfneLSAhKJs+ybRum0xmubcmsZTQORtscAo4bEmFCT8gpeAniWolLSe9YDDgSCwFopEWsBNMdYjmJbghGIfyVTHZyJHpBJKNgcPimZX7rFplTrAriwzhqTcbpB+/Haf+9LoikY1XI2xBosLe3+f3P/Qqbbh4W9mJpioIflDnv/dTfYP2Rh5lnidZMBQQWWxX/ehVHJdF96ZxYPKWruXbxRZ7+2ldYWxsynIzIhgMaFdY3NkGEO9u75MMxg/E6RzZOYqWgrXcx1mJMRpnl3HvPOZz3fPgDH6RtHI1Tjh/ZJCtz2rbl5InjGCQKogHGx3swpXG6uKEsaKcHijf6+5JIr0S+hp3PggNt6cytFmFTlLRYQrX4FKtADHWr7EwrFkfA3TgwhjvQH55uSMaUJedckFmM7zMm8KIqUefBB2Ei9WGLQZ910uNuY95733EZZgyZhOFkFcQI25cvwWwXZzKsSmeUdTjEDAfBUzHS3S6KieqBQvutJ3j5N7/ARKH2LRhL6wT50Id461/9K+TjYZSZ7HnJeBZIVE5od9/+cI7oM6IWBz8eh2H1wmNYYHs2p7BgV1ep3AxbV3iTMzrzAMxmDKzF0lA//w3mN68zv/gMrVmjWD+BN5CXIwZlyWR1nUGWk+cF45OnaE0IGHuhiw10tFYY06gPHHRT1TRNE3ZIknSH6XRXvGspypJ6XmGAyThWdM+CFozzymAYcl2FQJ3MZhVVVSMiDIdDViYjslgd6aCjWyku0HcqKc4SNd21z/FevLrie29NJDgzexhx6VNoY7iZTniKkL2S3h4kUVp2rt9geu06a95jfeSIRdh1LSsnjsbvihooRmMtWENjDCvzlqe/+EXmL3yPs7lFmwYnJS8BJ//iBzj3/nfT5GE9EDK/WejNYupt7EI33hMN1G/GS5MYCs28Yn1tjdVJgWbBcx2WBWUWVudHVkdkgxGXrl7l9PFTVNNdnv/uNxkOCsZrR5g5T7kyCfnpeUk+yClbZVxO8Mby3ne9O3ynS1OriVXZF1a8KE49Gg23SkhHC+l7Wd9jDZklIa25DZ8mgCiGEUqLGIfRMtg0E0iexinb2xVNuze3/W4cDMOtCxczOR/EGciD2F5LWOPNL3FABX0L3928r8oLab+lRQC3RwZWUGNx+CjiL3jnufnc9zG1Q60FHx4twol3PIpZWw3VQoyJu76SaJ/Bbd3iuX/zbymvX6cxGeIczjfcPn+BRz/1aYZHjgT163SjpqDMAi8HrzTW4VjwtJMXHhaBIbhhhqtMLnwYQ8u4noLx2OoC7XyGbx15MaY4Dwa1OQAAEGpJREFU+lZuPfNNRuMS11Tsbt+mdjl29xpSgrvdYJspG6fPcunZp9GT59mabTOdN7zlvgtMzj3IztUXybKgj91mJcaEtKZGwg5QHyvnVFWFc81C/6LhNkSqwCN4yiKncZ68KLoJrGkdxlgGRRmyTGIWyWw2Q1XJy4LVlTF5lgVP3x38CjgQuFYlBVnD8jnUVzV0WtqaApHdMoyk+dxL+sYJQLqE0JhB0d85REMePinQBkg60nDn8hXa7S1MNKRew0ZtGQyZnDiGmIxYgyesbCW0u9CWmy88w3d+43EeKnLU76AIOwwZvP1h/vzHfw5f5tGRiaSN8bHPvuffWfC2E525cK76labBiaHKCjYffIijb70X72uuXLpImWW0VcOsykJh3sGQ8eQocm0HEaVt56jbpZnucGN6B0zG1tU2jLdsxHzm2Tx2DDsYkI9XGU5WgiPnm3AWJWzjhzAHKq5bvShhH0EQCmtjxku8thKjE2oiHRruUmvS9n6LSoWqkpHF1MAKEZjOZoAwKIY/VPXyYBhu6NOCtBt6AKHiyoJFC7odpueq6Y314kad9Ji8wf7N8TtkwVs2LkzqRmiB3NXceeFlvBPU2i5q77OMY+fPo2UZgj0m5Hc7CQEc5z3b//03mT/5DUaZxbctlcC1I8e4929/mvVzZ8kjZ5ft4TWhH86LFAmI9AZd4s0qpFSneJ6i956LopLhy7VQbaXcRNaCdIBVEFdz/Pw7cGaEuh3WLzyGNp7Zzi22X3yBcvcOM1vgnn4Cs3KEcjShqG7QFoYj62s4rbn6zS+ijbJ5bJM2K5iaFTLxmHLAZHWDVoWqCcqBRgyYIDIlYhfS9kK9Sdc2mLzEZiFHO2idhAV6MbCxhmWoxjOdTmlbh80sK5MJeZEhhF2XdV39iEfjjxhKl74HidDoX0zDM3JvBC7aREczCD/tvSvSuE9v3/t54QvBx3xgwaFiUI0paNqwe+M6eQz8p0wPb3PWTp5i/fRp5mRxsR9ojtwLxrVkO7f40i/+a064OVY82gq3swFXj2zyU5/4BcxklRYJWS/GoiRqQfd41osdSb1j4TE968WmDBQjkAGZwNkHj4JziEqsfRooybpt2Tx1Ly0ZrQgOE7TGW/CuZlRaivGYtjUcXT2K04Yihxu3rrCxsUJbTZnv3KEsbKRaJ+F6WIMYGw11WuW5bq9GcDhdp3/eh0MdlpDIYLTAGAcxt9tKHoOcoWpQ085RbSnKDKt5J6/8ajgwhnsxjzoNUe89zjm8Zv3F1rAc1+jqBllL4W4+aHEn5WL0ejHlLwUl1fcGvsVit3e4c+kyKjZQIjG67nIbpS6F2XROYbMQCEVxVqi+/g2+9x8/x4miYN60eFUuG8vRn/8EJx59lCIPuZlZutCaPG+6vvTZ2Qt56/Rud5dJIClPN50wg08LZRM9rpShECdFJxkmJE/j7JjR/X8W5zwDP2d07iYFnisXn2fsK3Zbz1ShbR21z3DlGrRTdHYLrVu2XrjMkIbdk+/huNnl21/9Dmfech93tm5wrRI2xkPywRiT5ZSjFY6ce4hsZaNnX2POdlU3jEZjQgEa19FdRhLfrcznFXXVIEYYj0cMowaK90pd19R1/acef/8/oXf9sbhpRFX3iqoTPONOfV4EZ6KBiMvRsIhPpk26eEc3ron0CYF+TMY8BOBB1XHt8iUGWQZtyC926lGbMVhdR/MCh0VFQiEFbzDeUzQ1Tzz+eUaXLnI0t7jW0ZoRL9kB7/s7n2J05ixzAz4GUFtpAkl2t29y15+ycE92ryWaRFx3b4fVZobDU8fzJniMDeJYqEWykslwTK2OwcoGD7z7MVCPq2pe/P6zjNfH7G5vYcsB+WjMKGtwVlmzY6xxODen3r3OQAa0rsaYCq+G3WpG27aYrMCp0HrFZEJmS8pygrE5ptTo6OXhahiHaoX6CZnNEHKUBkzQhQk1JjVSh0JVNVgrGKPki4UaXgUHxnCb5P9Gg+S9j4a7xfmQ85ssuiZeVSSID5k+0pv+bxHJGLDwGP5YMOzRg/courtNffsWLqRCICJkKujqOtnGBijMqopGYDAckIvAdIsXPvfLHNndpspyUMdFBf8XfpKzH/gA5XAQFMTSV2taivXHoo3tGpdausjh3u1bJdJbO8NORwtpTJISWSilFN078b6r6OPJyFeOAXDsoeMYPKva4qqKzbNnmc8drijQZk559gI7N67jdm4xnd3C1RXT3etk9ZSdF59ivDrCrR5l+tIfIZunQtrZH13l+On7kCwnjwJeBgWTY1uPa1soUuAmrKiIbW2bNlAkQDkYMB6FJaR6T9M0NG0IYh50iBc0Fj6QsA89GBTvyUwU2A8zFUSp0+SNZn6vUe4YkfTZ6XFh63gIeMYsCA1jwZuQ8jqYZWy99BK5zcnmArHmYe0MJ86dolaL8xWGHLGC9WBcw86zz3L5i7/HueEIqSoaLfjBsOT8R/8y5x56gCYTRC1ZnGyMtBiVQNXc5Vh17klaabNAD8KCsTd7OfHoXXdu2UIgvyNYFTwWJxbJBHCIHXL2wjswqoyOtoH+8UrdbJFlOSMGuNbQuOClO+doplPEKkW2htu9iascztTUTYbicX6Oq0Ekg3zEPQ9egNFKVEo0GC+ojGjaOWLGYKo4FixiQsEIqxnOzJk3M5yGJIacAXv1ZV6JA2O4k0f5apofzrl+A0Z83TuHxJxhY220X/E173FRW4BUJqr7GnkFnRIqrgtWHV4MOptSb+/gETI8GItVT7uxSra+Cs5hMst0Z4o0Dlfm7Hz+87gnv4XNC0zb8qIKV972dt73kY9BOYjFc2PAJWXKEHm9zgNLPOeeUxJ1r3ujvhikTLx3OlcdG5SCO6mvpGK1iYqRxNV0lFFy+rwaVEoYlKgIgwEh08OOOXnh/TTzXXxbsXvnBldevsR1O8GvbDJ1LZUOKIqMfP0YGT4Ya3Goq8JyM+0u1eBlZZmNkpjx2gEW7Sab6WyGax1FUbIyGWNN0OF2sQK8EcFkB2cYvzoSP9dTeilkFzaZeazt3fD0erhGYBayQgI1ogu3gi7cO2l8L7xb+/+zGrKYjFeq6SympQnqBK+WWuG+h88jqmQorqmDcWk8g63bfPm//Fc2WyixzEzBjXHO2qNv4+0//hO0WYEzFhNpgW7yYGFrUFoZdO1LQdW9REnH1e/pS/8/fSJW6l8y+Atb4lNMjCi1qnHvA2Cy8B4DZMMhqoJqRquCHQirmxnaTsnthJ2tO2xt3WFn607IKc9r8nwtVNGxGbYM3veN2zc5EzixcH006TESdwO7mKrYz7qB/fa0rg7ZVTYLu5iVeG322sJFHJgRH4I0HVnUQ4SmbRjESpuaDBaRMoleiY28d7JoPnLOzru41Z148XruO3x8FNJBwo1lMqqtbagaEIuVFmcE23rWH3wAu7GOuBasZTDImTU1g6e/zbXHH2ekwtw5Lg4G3Hr0z3Du/T/BYH2dtmnZ3Z1jbY7JQm25uy9JaHo/gIUYyFOJtecWfGlZ8NL3GHHpDt6dWdNTLb1RN2l1A92SrTP+GmoeSmL4VXAuLLXJxqgdMthc4Z71t+DUoXUF3lFXc4y2zOsaM7uDtzmcfQQdrmCiHrePQbk0ERlju36kMZDnOXXTUNU1WZ4zGY3IsywMD6dBOgAhy7JeXvfAIuwDCLrWie8NP0ZlT9ym+4+F2EeY3Bevp/SGKBrJ9Ed/lZOJ6JapndHGO5yrQTzOhIm6NjnVaMDkzAm8hNz7UASgIm9avvv1L1Nfeo71omC6M+Omsew8fI4f/9jPUg9zaglZFnmKKcWVcfjt42aixS1AfQtV0pymvQ2A7p7d63Knz+3OxJ7JSRfeFZeXcZzFz7z73pMi8v+2E6szg1VwQ8Q7xqMVhjWsuHW2b90BW+PaHKMO52dQ1xhTkLuQHGhT5+M5V0KB8hDf8Z33lbrktI0CdiaI2ElaLb220YYDYriTt5kQFjf91aibJtAfRrqNN+GCBNF0cUTP20RjZ1CrZFhU8wVLT2fQU8HWsOkmRM2NB7WGZrqD1BXYHON92PpgLMfPP0ydlQy9hyzDWkPRKNf/26+zsrPDXB03JxOOf/JvMto8wdGTZ8KN4Vt8pezsGIpB8YqbNATy+nPQByZjnjmRm08B1UgNhZWCdpN4yldP51R45QpjcfJK3xHlBkOxWHwnM6DEuntxQDsfN0S5KKDpw6YEK0AxQlUZDldBDaUoKoEIMiYUV9XW0aoCbRDy7AJ2NrRWQ71LsSEwVM1miBhGoxFFmXeTThtXU4s7ZQ8y0mabICaUPOSFSfqHND+swPoJm/Sf3eR9l0GPj/0EnGZ24mThme1sMa2mWN8ABpNlTE3O8J7TrJw5zpb4UAQbRZ3n8u1rfPV3vsCfWx9x88Ytrm7kPPrX/xrrb3uAwXiVyrY4C1Zc4KExXR+DPEpvUlMV+Njz7jiySAbFxIM9Us97n/c97l2PxTOgcYXj1QUvXPv/WCwwoioojkDNBeqwjeM61Oy0mIFFGLM2HKJS4X2Geof3UzLXYiRngwIKE2ML8dOFkJFJShiWdPG6VjraYNzJMJIhEneGdhPAa4yL/6cG/OsAEdkGntrvdvwIcJS7ag8eQhzWPpxT1WP73YhXw3J8Hygcpj685pg+EB438JSqvme/G/GnhYj8n8PejzdCHw4gluP7gOCN0AfYm/O+xBJLLLHEIcDScC+xxBJLHDIcFMP9i/vdgB8R3gj9eCP04aDhjXJO3wj9eCP04WAEJ5dYYokllvjj46B43EssscQSS/wxsTTcSyyxxBKHDPtuuEXkp0TkKRH5noh8Zr/b81oQkX8vIldF5FsLx46IyP8QkWfi40Y8LiLyL2OfnhCRd+1fy3uIyD0i8j9F5Dsi8m0R+cfx+KHqx2HCcny/vnjTjPHFkmCv9w9hy9yzwP1AAXwTeGQ/2/RD2vpB4F3AtxaO/XPgM/H5Z4B/Fp//DPAFwhapx4Cv7Hf7Y7tOAe+Kz1eAp4FHDls/DsvPcnzvSz/eFGN8vz3u9wHfU9XnVLUG/jPw0X1u06tCVb8E3Lzr8EeBz8bnnwV+buH4f9CA3wfWReTU69PS14aqXlLVr8Xn28B3gTMcsn4cIizH9+uMN8sY32/DfQZ4ceHvl+Kxw4ITqnopPr8MnIjPD3y/RORe4J3AVzjE/TjgOOzn71CPizfyGN9vw/2GgYZ116HIrRSRCfCrwD9R1a3F1w5TP5Z4/XDYxsUbfYzvt+F+Gbhn4e+3xGOHBVfSsio+Xo3HD2y/RCQnDOjPqeqvxcOHrh+HBIf9/B3KcfFmGOP7bbj/AHhQRO4TkQL4eeDxfW7TnwSPA5+Mzz8JfH7h+N+KEevHgDsLy7R9gwQ9zH8HfFdV/8XCS4eqH4cIy/H9OuNNM8b3OzpKiOo+TYi+/9P9bs8Paed/Ai4BDYEH+zSwCfwu8AzwO8CR+F4B/lXs05PAe/a7/bFdHyAsEZ8AvhF/fuaw9eMw/SzH9+vejzfFGF9ueV9iiSWWOGTYb6pkiSWWWGKJPyGWhnuJJZZY4pBhabiXWGKJJQ4ZloZ7iSWWWOKQYWm4l1hiiSUOGZaGe4kllljikGFpuJdYYoklDhn+L4VxsrXAADk9AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eZA9y9CRjRV7",
        "colab_type": "text"
      },
      "source": [
        "## Create a `SavedModel` from the pre-trained checkpoints"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "psLizL1VioNf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Directory where SavedModel is to be saved\n",
        "!mkdir saved_model_dir"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q8GMfHQblTxo",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Comes with the GitHub repo\n",
        "# These will be needed to instantiate the model\n",
        "import network\n",
        "import guided_filter"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aDCYfnLTmtL-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "28bd02ac-6b7a-4fca-a4e0-14c87ed06df4"
      },
      "source": [
        "# We will be using TensorFlow session\n",
        "import tensorflow as tf\n",
        "print(tf.__version__)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1.15.2\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "443euohvmwnz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 207
        },
        "outputId": "6f298107-773d-4e98-8edf-b46bb5dafec3"
      },
      "source": [
        "tf.reset_default_graph()\n",
        "  \n",
        "config = tf.ConfigProto()\n",
        "config.gpu_options.allow_growth = True\n",
        "\n",
        "with tf.Session(config=config) as sess:\n",
        "  # Create placeholder for the input\n",
        "  input_photo = tf.placeholder(tf.float32, [1, None, None, 3], name='input_photo')\n",
        "  \n",
        "  # Run the input placeholder through the generator, and then apply a \n",
        "  # filter to process the generator output\n",
        "  network_out = network.unet_generator(input_photo)\n",
        "  final_out = guided_filter.guided_filter(input_photo, network_out, r=1, eps=5e-3)\n",
        "  final_out = tf.identity(final_out, name='final_output') # Create an identical filtering layer \n",
        " \n",
        "  # The above process is basically needed to construct the computation graph for the\n",
        "  # current session\n",
        "  \n",
        "  # Get the generator variables and restore the pre-trained checkpoints in the \n",
        "  # current session\n",
        "  all_vars = tf.trainable_variables()\n",
        "  gene_vars = [var for var in all_vars if 'generator' in var.name]\n",
        "  saver = tf.train.Saver(var_list=gene_vars)\n",
        "  sess.run(tf.global_variables_initializer())\n",
        "  saver.restore(sess, tf.train.latest_checkpoint(model_path))\n",
        "  \n",
        "  # Export to SavedModel\n",
        "  tf.saved_model.simple_save(\n",
        "      sess,\n",
        "      '/content/saved_model_dir',\n",
        "      inputs={input_photo.name: input_photo},\n",
        "      outputs={final_out.name: final_out})"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Restoring parameters from ./White-box-Cartoonization/test_code/saved_models/model-33999\n",
            "WARNING:tensorflow:From <ipython-input-9-87ea81b79965>:32: simple_save (from tensorflow.python.saved_model.simple_save) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "This function will only be available through the v1 compatibility library as tf.compat.v1.saved_model.simple_save.\n",
            "WARNING:tensorflow:From /tensorflow-1.15.2/python3.6/tensorflow_core/python/saved_model/signature_def_utils_impl.py:201: build_tensor_info (from tensorflow.python.saved_model.utils_impl) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "This function will only be available through the v1 compatibility library as tf.compat.v1.saved_model.utils.build_tensor_info or tf.compat.v1.saved_model.build_tensor_info.\n",
            "INFO:tensorflow:Assets added to graph.\n",
            "INFO:tensorflow:No assets to write.\n",
            "INFO:tensorflow:SavedModel written to: /content/saved_model_dir/saved_model.pb\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bB2eD172k37O",
        "colab_type": "text"
      },
      "source": [
        "### Inspect the files sizes "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NC2YXF5-ntGS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        },
        "outputId": "872bbe57-ed63-4d35-9861-9878646d0241"
      },
      "source": [
        "!ls -lh saved_model_dir\n",
        "!ls -lh saved_model_dir/variables"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "total 136K\n",
            "-rw-r--r-- 1 root root 129K Aug 13 10:23 saved_model.pb\n",
            "drwxr-xr-x 2 root root 4.0K Aug 13 10:23 variables\n",
            "total 5.7M\n",
            "-rw-r--r-- 1 root root 5.6M Aug 13 10:23 variables.data-00000-of-00001\n",
            "-rw-r--r-- 1 root root 1.6K Aug 13 10:23 variables.index\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zEDEGgo0n0Te",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        },
        "outputId": "b8bba20e-da06-44cf-aa7e-2256b7d2fe94"
      },
      "source": [
        "!ls -lh /content/White-box-Cartoonization/test_code/saved_models"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "total 5.7M\n",
            "-rw-r--r-- 1 root root  121 Aug 13 10:22 checkpoint\n",
            "-rw-r--r-- 1 root root 5.6M Aug 13 10:22 model-33999.data-00000-of-00001\n",
            "-rw-r--r-- 1 root root 1.6K Aug 13 10:22 model-33999.index\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JI0hNJigpZe4",
        "colab_type": "text"
      },
      "source": [
        "**A runtime restart is required here.**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vYXFM8h-k_DY",
        "colab_type": "text"
      },
      "source": [
        "# TFLite model conversion"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VJzm5J42lhi4",
        "colab_type": "text"
      },
      "source": [
        "## Imports "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SC-E9ydKmmpa",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "%tensorflow_version 2.x"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WTgYCywznIqM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "732b71b4-d519-4cfe-e5d3-104b868aa878"
      },
      "source": [
        "import tensorflow as tf\n",
        "print(tf.__version__)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2.3.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MO-c9KfW8KjI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import cv2\n",
        "import os\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IQGzhRTyluW4",
        "colab_type": "text"
      },
      "source": [
        "## Dynamic-range quantization"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "43QXD7RIngeB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model = tf.saved_model.load('saved_model_dir')\n",
        "concrete_func = model.signatures[\n",
        "    tf.saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY]\n",
        "concrete_func.inputs[0].set_shape([1, 512, 512, 3]) # Just comment this line if you want to export a model with dynamic shape support\n",
        "    \n",
        "converter = tf.lite.TFLiteConverter.from_concrete_functions([concrete_func])\n",
        "converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
        "tflite_model = converter.convert()\n",
        "\n",
        "open('whitebox_cartoon_gan_dr.tflite', 'wb').write(tflite_model)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gRHEnGzKpIDE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "77ff7d2a-65ca-42d9-d757-8128e598becc"
      },
      "source": [
        "!ls -lh whitebox_cartoon_gan_dr.tflite"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "-rw-r--r-- 1 root root 2.5M Aug 13 10:25 whitebox_cartoon_gan_dr.tflite\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xyTwLZ7KmD3O",
        "colab_type": "text"
      },
      "source": [
        "## float16 quantization\n",
        "\n",
        "We further reduce the size of the inputs for float16 model so that it runs reasonably faster on an Android device. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KD12P_tlmGAj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model = tf.saved_model.load('saved_model_dir')\n",
        "concrete_func = model.signatures[\n",
        "    tf.saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY]\n",
        "concrete_func.inputs[0].set_shape([1, 224, 224, 3])\n",
        "    \n",
        "converter = tf.lite.TFLiteConverter.from_concrete_functions([concrete_func])\n",
        "converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
        "converter.target_spec.supported_types = [tf.float16]\n",
        "tflite_model = converter.convert()\n",
        "\n",
        "open('whitebox_cartoon_gan_fp16.tflite', 'wb').write(tflite_model)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X_sMTemmmWdD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "9cbc78a8-ac40-4a97-d3ad-9c4ddacb9f9f"
      },
      "source": [
        "!ls -lh whitebox_cartoon_gan_fp16.tflite"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "-rw-r--r-- 1 root root 3.0M Aug 13 10:25 whitebox_cartoon_gan_fp16.tflite\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ucGU_e1rnL0s",
        "colab_type": "text"
      },
      "source": [
        "## int8 quantization"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wpmTSJUZ7DUq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Gather some more data\n",
        "!wget -O image2.jpg https://storage.googleapis.com/khanhlvg-public.appspot.com/arbitrary-style-transfer/belfry-2611573_1280.jpg\n",
        "!wget -O image3.jpg https://storage.googleapis.com/download.tensorflow.org/example_images/YellowLabradorLooking_new.jpg\n",
        "!wget -O image4.jpg https://pbs.twimg.com/profile_images/1260205070555086855/erU_iILT_400x400.jpg\n",
        "!wget -O image5.jpg https://pbs.twimg.com/profile_images/1235595938921459713/h26CpAPb_400x400.jpg"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E7OjYyoG70Na",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Put these images in a central directory\n",
        "!cp -r *.jpg source-frames/"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "01ohOx0ynLaq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "IMG_SIZE = 512\n",
        "images_list = os.listdir('/content/source-frames')\n",
        "\n",
        "# int8 quantization requires a representative dataset generator\n",
        "def representative_dataset_gen():\n",
        "    for image_path in images_list:\n",
        "        image = cv2.imread(os.path.join('/content/source-frames', image_path))\n",
        "        image = cv2.resize(image, (IMG_SIZE, IMG_SIZE))\n",
        "        image = image.astype(np.float32)/127.5 - 1\n",
        "        image = np.expand_dims(image, axis=0)\n",
        "        yield [image]\n",
        "\n",
        "model = tf.saved_model.load('saved_model_dir')\n",
        "concrete_func = model.signatures[\n",
        "    tf.saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY]\n",
        "concrete_func.inputs[0].set_shape([1, IMG_SIZE, IMG_SIZE, 3])\n",
        "\n",
        "converter = tf.lite.TFLiteConverter.from_concrete_functions([concrete_func])\n",
        "converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
        "converter.representative_dataset = representative_dataset_gen\n",
        "tflite_model = converter.convert()\n",
        "\n",
        "open('whitebox_cartoon_gan_int8.tflite', 'wb').write(tflite_model)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "17JOYaMHoeI3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "4275558b-0e5f-4d78-83ad-19893287b94a"
      },
      "source": [
        "!ls -lh whitebox_cartoon_gan_int8.tflite"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "-rw-r--r-- 1 root root 1.8M Aug 13 10:25 whitebox_cartoon_gan_int8.tflite\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DVzfEdXWr5lK",
        "colab_type": "text"
      },
      "source": [
        "## Sample inference"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dENoCZjW8OYY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Reference: https://www.tensorflow.org/lite/models/style_transfer/overview\n",
        "def load_img(path_to_img):\n",
        "  img = cv2.imread(path_to_img)\n",
        "  img = img.astype(np.float32) / 127.5 - 1\n",
        "  img = np.expand_dims(img, 0)\n",
        "  img = tf.convert_to_tensor(img)\n",
        "  return img\n",
        "\n",
        "# Function to pre-process by resizing an central cropping it.\n",
        "def preprocess_image(image, target_dim=224):\n",
        "  # Resize the image so that the shorter dimension becomes the target dim.\n",
        "  shape = tf.cast(tf.shape(image)[1:-1], tf.float32)\n",
        "  short_dim = min(shape)\n",
        "  scale = target_dim / short_dim\n",
        "  new_shape = tf.cast(shape * scale, tf.int32)\n",
        "  image = tf.image.resize(image, new_shape)\n",
        "\n",
        "  # Central crop the image.\n",
        "  image = tf.image.resize_with_crop_or_pad(image, target_dim, target_dim)\n",
        "\n",
        "  return image"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BIVzt8eRrttG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "4bf343cf-a8b5-4f0e-f91b-1dcdc0f55b86"
      },
      "source": [
        "model_type = \"int8\" #@param [\"dr\", \"int8\", \"float16\"]\n",
        "source_image = load_img('/content/source-frames/image.jpg')\n",
        "if model_type == \"float16\":\n",
        "    preprocessed_source_image = preprocess_image(source_image, target_dim=224) \n",
        "else:\n",
        "    preprocessed_source_image = preprocess_image(source_image, target_dim=512) \n",
        "preprocessed_source_image.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "TensorShape([1, 512, 512, 3])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "moSasqoY8YVO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@title Run inference\n",
        "model_dict = {\n",
        "    \"dr\": \"/content/whitebox_cartoon_gan_dr.tflite\",\n",
        "    \"int8\": \"/content/whitebox_cartoon_gan_int8.tflite\",\n",
        "    \"float16\": \"/content/whitebox_cartoon_gan_fp16.tflite\"\n",
        "}\n",
        "\n",
        "interpreter = tf.lite.Interpreter(model_path=model_dict[model_type])\n",
        "input_details = interpreter.get_input_details()\n",
        "\n",
        "# Comment out the following when dealing with models with dynamic shaped inputs\n",
        "# if model_type == 'int8':\n",
        "#     interpreter.resize_tensor_input(156, [1, preprocessed_source_image.shape[1], preprocessed_source_image.shape[2], 3]) \n",
        "# else:\n",
        "#     interpreter.resize_tensor_input(0, [1, preprocessed_source_image.shape[1], preprocessed_source_image.shape[2], 3])\n",
        "\n",
        "interpreter.allocate_tensors()\n",
        "interpreter.set_tensor(input_details[0]['index'], preprocessed_source_image)\n",
        "interpreter.invoke()\n",
        "\n",
        "raw_prediction = interpreter.tensor(\n",
        "    interpreter.get_output_details()[0]['index'])()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Q3GYU9kOsrgX",
        "colab_type": "text"
      },
      "source": [
        "## Process the output"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dkbqEf6F-lJ_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "output = (np.squeeze(raw_prediction)+1.0)*127.5\n",
        "output = np.clip(output, 0, 255).astype(np.uint8)\n",
        "output = cv2.cvtColor(output, cv2.COLOR_BGR2RGB)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Oig7Ib-c--vt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "outputId": "982652cb-6e2a-4f26-a1a0-01104c452a96"
      },
      "source": [
        "plt.subplot(1, 2, 1)\n",
        "plt.imshow(plt.imread('/content/source-frames/image.jpg'))\n",
        "plt.title('Source image')\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.imshow(output)\n",
        "plt.title('Cartoonized image')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}